{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 2: Working in NetworkX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Configure plotting in Jupyter\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.rcParams.update({\n",
    "    'figure.figsize': (7.5, 7.5),\n",
    "    'axes.spines.right': False,\n",
    "    'axes.spines.left': False,\n",
    "    'axes.spines.top': False,\n",
    "    'axes.spines.bottom': False})\n",
    "# Seed random number generator\n",
    "import random\n",
    "from numpy import random as nprand\n",
    "seed = hash(\"Network Science in Python\") % 2**32\n",
    "nprand.seed(seed)\n",
    "random.seed(seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import networkx\n",
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Graph Class: Working with undirected networks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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O3UvyZ5pjcJOVmzA7N27coGnTpgwePJgff/whwa4AUVQqsNFYvOsKUKMnH3/8Me3bt+fM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\nghshhBDOoeBGCCGEcyi4EUII4Zz/B2hnnKMZ8siLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111c02198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = nx.karate_club_graph()\n",
    "karate_pos = nx.spring_layout(G, k=0.3)\n",
    "nx.draw_networkx(G, karate_pos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0,\n",
       " 1,\n",
       " 2,\n",
       " 3,\n",
       " 4,\n",
       " 5,\n",
       " 6,\n",
       " 7,\n",
       " 8,\n",
       " 9,\n",
       " 10,\n",
       " 11,\n",
       " 12,\n",
       " 13,\n",
       " 14,\n",
       " 15,\n",
       " 16,\n",
       " 17,\n",
       " 18,\n",
       " 19,\n",
       " 20,\n",
       " 21,\n",
       " 22,\n",
       " 23,\n",
       " 24,\n",
       " 25,\n",
       " 26,\n",
       " 27,\n",
       " 28,\n",
       " 29,\n",
       " 30,\n",
       " 31,\n",
       " 32,\n",
       " 33]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(G.nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 1),\n",
       " (0, 2),\n",
       " (0, 3),\n",
       " (0, 4),\n",
       " (0, 5),\n",
       " (0, 6),\n",
       " (0, 7),\n",
       " (0, 8),\n",
       " (0, 10),\n",
       " (0, 11),\n",
       " (0, 12),\n",
       " (0, 13),\n",
       " (0, 17),\n",
       " (0, 19),\n",
       " (0, 21),\n",
       " (0, 31),\n",
       " (1, 2),\n",
       " (1, 3),\n",
       " (1, 7),\n",
       " (1, 13),\n",
       " (1, 17),\n",
       " (1, 19),\n",
       " (1, 21),\n",
       " (1, 30),\n",
       " (2, 3),\n",
       " (2, 7),\n",
       " (2, 8),\n",
       " (2, 9),\n",
       " (2, 13),\n",
       " (2, 27),\n",
       " (2, 28),\n",
       " (2, 32),\n",
       " (3, 7),\n",
       " (3, 12),\n",
       " (3, 13),\n",
       " (4, 6),\n",
       " (4, 10),\n",
       " (5, 6),\n",
       " (5, 10),\n",
       " (5, 16),\n",
       " (6, 16),\n",
       " (8, 30),\n",
       " (8, 32),\n",
       " (8, 33),\n",
       " (9, 33),\n",
       " (13, 33),\n",
       " (14, 32),\n",
       " (14, 33),\n",
       " (15, 32),\n",
       " (15, 33),\n",
       " (18, 32),\n",
       " (18, 33),\n",
       " (19, 33),\n",
       " (20, 32),\n",
       " (20, 33),\n",
       " (22, 32),\n",
       " (22, 33),\n",
       " (23, 25),\n",
       " (23, 27),\n",
       " (23, 29),\n",
       " (23, 32),\n",
       " (23, 33),\n",
       " (24, 25),\n",
       " (24, 27),\n",
       " (24, 31),\n",
       " (25, 31),\n",
       " (26, 29),\n",
       " (26, 33),\n",
       " (27, 33),\n",
       " (28, 31),\n",
       " (28, 33),\n",
       " (29, 32),\n",
       " (29, 33),\n",
       " (30, 32),\n",
       " (30, 33),\n",
       " (31, 32),\n",
       " (31, 33),\n",
       " (32, 33)]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(G.edges)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Checking for nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mr_hi = 0\n",
    "mr_hi in G"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G.has_node(mr_hi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wild_goose = 1337\n",
    "wild_goose in G"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G.has_node(wild_goose)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Finding node neighbors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 17, 19, 21, 31]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(G.neighbors(mr_hi))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "member_id = 1\n",
    "(mr_hi, member_id) in G.edges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G.has_edge(mr_hi, member_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "john_a = 33\n",
    "(mr_hi, john_a) in G.edges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G.has_edge(mr_hi, john_a)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding attributes to nodes and edges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "member_club = [\n",
    "    0, 0, 0, 0, 0, 0, 0, 0, 1, 1,\n",
    "    0, 0, 0, 0, 1, 1, 0, 0, 1, 0,\n",
    "    1, 0, 1, 1, 1, 1, 1, 1, 1, 1,\n",
    "    1, 1, 1, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "for node_id in G.nodes:\n",
    "    G.nodes[node_id][\"club\"] = member_club[node_id]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "G.add_node(11, club=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'club': 0}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G.nodes[mr_hi]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'club': 1}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G.nodes[john_a]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "node_color = [\n",
    "    '#1f78b4' if G.nodes[v][\"club\"] == 0\n",
    "    else '#33a02c' for v in G]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SvQWFCG5CrggLC+Ott96iZcuWLF++HJVKld9NSkUul6NUKtHp8j4j7Psm41BG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\nd++OWq3mwIEDzJ07N1NZkSelKArBwcFs2rSJGjXSe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s+eTZUqVWg9eAw/X9WSasm+0rds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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12192b668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx.draw_networkx(G, karate_pos, label=True, node_color=node_color)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Iterate through all edges\n",
    "for v, w in G.edges:\n",
    "    # Compare `club` property of edge endpoints\n",
    "    # Set edge `internal` property to True if they match\n",
    "    if G.nodes[v][\"club\"] == G.nodes[w][\"club\"]:\n",
    "        G.edges[v, w][\"internal\"] = True\n",
    "    else:\n",
    "        G.edges[v, w][\"internal\"] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "internal = [e for e in G.edges if G.edges[e][\"internal\"]]\n",
    "external = [e for e in G.edges if not G.edges[e][\"internal\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.LineCollection at 0x121bcdac8>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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t51/LkdOxdwqcUOJ8339JP7ktZ7NTlZq041twbJJ/J3u9RoW3W/4qKPcKkdyE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\ncgazApyGopTd6QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x121a8dba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Draw nodes and node labels\n",
    "nx.draw_networkx_nodes(G, karate_pos, node_color=node_color)\n",
    "nx.draw_networkx_labels(G, karate_pos)\n",
    "# Draw internal edges as solid lines\n",
    "nx.draw_networkx_edges(G, karate_pos, edgelist=internal)\n",
    "# Draw external edges as dashed lines\n",
    "nx.draw_networkx_edges(G, karate_pos, edgelist=external, style=\"dashed\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding Edge Weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def tie_strength(G, v, w):\n",
    "    # Get neighbors of nodes v and w in G\n",
    "    v_neighbors = set(G.neighbors(v))\n",
    "    w_neighbors = set(G.neighbors(w))\n",
    "    # Return size of the set intersection\n",
    "    return 1 + len(v_neighbors & w_neighbors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate weight for each edge\n",
    "for v, w in G.edges: \n",
    "    G.edges[v, w][\"weight\"] = tie_strength(G, v, w)\n",
    "# Store weights in a list\n",
    "edge_weights = [G.edges[v, w][\"weight\"] for v, w in G.edges] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "weighted_pos = nx.spring_layout(G, pos=karate_pos, k=0.3, weight=\"weight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.LineCollection at 0x121d3c908>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/iq7q/Ntrfp9f2vkrL9VRa469vm1+ehwLHPVtgQ2Mt1mW5ahxy6ZTtHf3O/Ys\nW24A3RFfWdxUVaVxYA/J6ZFVxM1FNdKhRBCEWvGSiNtIfJh//cPfYCkXx6hqpmsnXSx9aP7PJ/+O\nodhZPnT9hx11X1uB6njb5MjZFWn3G1W8nSmk+f6Z7/OFI19gMTdH0cyjGCqNSjOe2TD7m29GVTQ8\nNnFrCrjwuVQy56y9QEsXo4/9gObdBxzvYVncLMsq/w7FLSkIQq3YcHFbyMzzvh/+FrFsFIv1fbhl\njSzfOn0PYW+E9131uzU+4caSyTvjbblMmp37DpSvFWofb8sbef73U/+Db576OigK2WJlojYKTDHG\nxw//Fbrq4q0D72FX229VHlYUuiM+Ts6lAPA3tgMQGzlOQ/8V5X2qqoKiYBYLaK6Si1LckoIg1IoN\nF7e/P/hfieViGAWD0S9MkjiWopgy8DS76fzlVsL76gAwcybjX5lm8WAcy7Dwd3v5/J9/mtf2v56e\nUO95XmXzYHdJmqbJ+PBJduy7trzmc9c23pbMJ/jdH/1rzsbOkDNya+7LGmkw4CunPs58/jR/efNH\n0NSSRWkXN1VV8TW0sXj2qEPcALAsjEK+LG6GuCUFQagRG5otGc/FeWDsfgyriGWCu8HFjg/3s/+u\n3XS8rYWzd42Rm8sDMPK5CYpJgyv//0H2f2w3Xe9sxzAN/uXYlzbyyDXHLm5zU+MYhkG4obm8VkuX\nZMEo8P4f/w6no6deUNjs5IwsPx25j787+F/KaxGfTp0tLti0Yz/51NKKETcAZjFf+bdYboIg1IgN\ntdy+feoe1HMtdzWPSsdbWsuPRfaH8DS5SA9nsAoWsWcS7PvoTjRf6UMz0OejaBX5zplv8vvXfRCv\n7lv1NTYT1fG24ZNH8AfqNize9pXnv8SpxZPkcrk1reiFR2OMfn6y/BzLsrDyFsmPpHlV32u5pu26\nsmvy2EwSgLqWLryhBlLzkwRbumyvWHJL2t+/IAhCLdhYcTt9D1kju+pjhXiR7HQeX6eX1FAad5OL\nyXtmWXg0hiui0/GvWqg/EEZVVJ6cOsjLu2/byKPXhOp428LsFM3tFTGoZbzNtEz++ejnyRpZhxXt\nbnQRP5Tg7F1jXPGR7TTeFKHxpkj5efMPRZn69ix6l8oXjn6Wa9quA6C7viJuAJ5wI1OHHmXwzreX\n1zS3B0WtiLV0KBEEoVZsqFsyloutum4VLYY+OUbjLRG8HR7yiwWy4zk0n8q+/7mTnnd1MPx/JshM\nZjEtk2h2cSOPXTPsLknLsjCKBXbvv6G8Vst42xOTj5E5l426bEV7mt0oquKwoqtZeCRG4831oMDB\nyceZT5cmAdR5dOp9lXT/hr5oHReAAAAgAElEQVTd5JMxxxBTze0B2/sxRNsEQagRGypu5ipp/5Zp\nMfRP4yi6Qs+7Si2eVLeKoim0v6kFVVep2xWgbleApSPJkgi8QPnAZsIZbxujWChQF2kor9XSJfmt\nU98ol1pUY7ei7eTm8yRPpGi8uWTJKYrCT0buKz9ub8flq29GdbmZP/lc5b7pJLmlyhcTcUsKglAr\nNlTcAq6g49qyLEY+M0FhqcjAv+tB0Uvf6n3d3pVPPveFX1U06tyhWh+15lTH284eP4Lb43XOb6uR\nuBmmxUh8ctXHqq1oO4uPxAju8ONpLmU75owcc+nKDLeuiDMOGuroJzVXaaRcKgWozHQTt6QgCLVi\nQ8Xtps5b0JVKmG/085NkJ3Ns/0APqi22VLcjgLvRxfR357AMi+SpFInjKcJ76iiaBa5q2b+Rx64J\n1fG2+enxmsfb0nmDw1NLfO/YLEu5lbHP1axoOwuPxmi8pd6xlrfFUP1ujaZApc1W65U3kE8tYRRK\nGZKKojoSSsQtKQhCrdjQhJJ37P41vnP6mxSNIrn5PPMPRFF0hUN/cKK8p+c3Omi8KcLAH/Qw8pkJ\npr83h7vJTd97u/B2eNlRfw3N/paNPHZNqK5vS6cS9O24srx2qeJtlmUxl8pzZj7NRLwiRF5tbSt6\n8A97y1b0MslTKQrRAvXXVaxmFZWIt8GxrzviZT5VEjPd7UX3+Bk++hPSPRqj4VNMF5M0LkzRV3cN\nDf6VAioIgnAp2FBx6wv3M1i/gyPzh/E0ubn2c3vW3Ovr9LLrzwccay7Vw97I2zgzn2KgKVDr49YU\n+/y21FIMn89PU1vFcrtYl2TRMBmNZTg9n2YpW1zxeH/ddUykjlG0SkK0bEUP/nGfw4peZuHhGJHr\nwuXSDACP7mFflRXdFfHx7MQSpmUxnjrKE80PMWmdRht3YwTzkFPQJlyYlsG20FUEAu/j+vYbt1xb\nNUEQXlo2vEPJh67/ML9z72+vWRKwFpript2/k57gPp6ZWCLo0Wmt85z/iZchpmWRtcXbhk4eIdLU\neknmtyVzRc7MpxleTFNYI6aVmBkjdKyAGSmCwnmtaDNvEj0YZ9v7exz3CXsiXNt6nWPNo6s0BlQ+\nffQjnF56ggI5UCxMM1uOm5pmSdhPxZ/iQ/cf5eqWa/lvt38Ur75KrFUQBOFFoFgXlrF2SaIkPxm+\nj794+E/W3RVDNVXqaOC3r/o0bq2UtKAqcOeOJkLeld3mL3dSOYPRxYq4f/f/fpKWjh6uf8XrgJIG\n7Gjzr9staVkW04kcZ+bTTCdW/5lalkls9CQzR5/AyOfwNbTybNvPOZU+iMWF98Hyal5+/9o/5O27\nf9WxbpgG7/vh+zg6/xxFa32/X4/mYXv9Dj712s/h1laOxhEEQbCxrg/Gl2QqwB19ryLoDvLv7/8g\nFla53qoaBRVNcdGidHHV6F5SDcO4+3YDpSnOD5xe4DW7mvHoGzcS5lKQqo63JZP07ai4aNcbbysY\nJsOLGc7Mp0jmVy+PyKeWmDr0KJnYHLo3QKi9n5Yrr0d3ewlnr2Ho5LMUzAuzohVUAq4Qrx9444rH\n/seT/40Ti4c49YnTLB1LYeZMXGGdttc30XRbA2bRZOgT46SHMuQXCuz4D32wG05HT/KfHvkL/ubW\nv72gswiCIKzGSzbP7YaOl/GjX3mA+4Z/yOcPf4bp1BS66gIsLAtyRp7d9bdxoPlttPi2MZT+HpPP\nPoRpWTSea8ibNyx+dnqRO3Y0oambJ2aTtg0nnR4fQlFwZEqezyUZzxY4M59mJJrBWMP1mF6YZuKZ\nn5FPxnH5g7TtuZFw13ZHbKvR283b+v+au8/+xbqtLBUVnyvIf7zu41im040Yz8W559TXyRs52v6/\nZnrf04nqUslO5jjxt0P4en34ujwEB/20vrqRMx8bKz83Z+T46ch9TKc+QFugrfplBUEQLoiXdMS1\nV/fyxu1v5o3b38xIfJi5zBx5I0eduw631c7hqYoI9N7wGp7//ueYfu5hvMEIgeZSpt1Srsijw4vc\n0t+wKZISTNMqzz4DSMRjtHX3O+vbVhlOaloWU0s5Ts+nmEvmVzwOYBaLzDz/JKnZcYr5LN5wI90H\n7sQbblx1v8+l8srem9HVv+VrZ/4ME+MFrTiX5SLib+Y/XncXTb42ZhN5gh6tfHZ771BHAbhS+i83\nmyfQ56P1NU2l5aq8FQuLrx3/Mu+/9oNrnkEQBGE9vCQxt/VyaHKpPEoFIJeMcfrHXwUUdrzuXbg8\nlaLh7U1+9neGN/J4F0wiv8Q9J77N01OHSRXj+LQguYkEt3a+iWv2vQJYGW/LFU2GFtKcXUiTLqzu\neixkU0z8/H5S81Oomk7Dtitp2XUdirp6nVxzwM32Jj/tYS9HphKcnEuRNzIciz7AQ0OfIufKo6o6\nYKGgYlKgP7SL3vlt3Nj7anZceU35Xu1hNxG/C8uyeN3XXsl8Zr782OgXJpl/OIqVt/D1etn5J/1o\n3opwH/rgcfrf10Xd7kpZQtAV5MfvePCcFS8IgrCCyzfmtl72ttcRzxaYSZQsFU8wQvcNr2bsifsY\neeR79L/8TeXZYKfn0wQ9OtsvwxKBs7EzfO7w/znXqkohZ8sUVRWV52aeZNdTV/Ombb/BdW0HUBWF\naLrA6fkUY7EMazXyiI6cIDZ6kuzSAu5AmM5rbifSvX3VvZqq0FvvY6DRT9hXmYo9Hiudxa352Kkf\nwBeNErnleuKFWQpmliZfiD1NO2nxd7I4N83D997Dth170M/93OcSBUI+nXQhRSzr7B3a8+4Out/V\nTup0msTxFKp+/qL0ollkPj1PW7D9vHsFQRDW4rIWN0VRuKmvgR+dmCsnYYTa++i87g4mnvoxp378\nVXa85p3lFPpnJ5YIuDXaQ5dPSvlPhn/EXz78p+TNPKa1ynwz1cS0TI4sHuRk7BCv63snN7W+i2hm\nZW0agGkYTB9+lNjYKSzToK6tj8FXvQPdvfp7Drg1Bpr89DX4cWtOcYlmCg5rcPrI43jDTbT6t9NK\nSST3toVYHsvW0NzG4JXXkM9ly+JWNC2iqSIFJYmu6hQN57kVVSG4I8DCozHm7l+k5VWru0iX0VSN\nRH6JNkTcBEF48VzW4gYli+MV2xu59/gcxXMmTKRrG4tnW8kszjD80LfZdtuby/sfG45y+/Ym6v0v\nvVvrgdGf8BcP/6nDUnsh8maW7w9/idlUhtvaf8vxWDo6y/ypQ6QXSq7HxoG9NO+6+pz7cCVtdR4G\nmvy01XnWjEVOxCrnMk2T9MI0nVe/vLzmc6n0N3g5O58t+6N3X30D+XyOfD6H212qM1xI5mkMuVcV\n72UssxRzOx+mZW2JWX2CILy0XPbiBuBzadzSX88DZyod5ftueSMnfvhFMtFZpg8/TtveG4FSicBD\nZxe5c0dTTbvqn4/xxBh/9uCHyWTTaw4CzUxkGf7UePlD39/no/vX2nnS+gZdgSvZVneAxbNHmT/1\nLMVsGm+4if5b3oinLrLqa+qqQl+Dn4EmP3WeF/7VWpbFuK0dV2JqBLAIdQ2W1zrDXtwujfqAzmKq\nYpEd+/mjAOx/2e1AqUdkPl+xHAtLRRLHkoT316G6VZaOJok+HqP/d7sBMAtmOXprGRZm3kRxKSiK\nQtEsUF/V0ksQBOFC2RTiBtAU9HBtV4ifjy8BoKoq21/5S5z+yd0sDB0l0NxOXVsvAHnD5KGzi7xy\nsBGXtqG9ocv8y/NfomgWX3AQqCviYtvv9eBucoEFcz9ZZOjjY1zxN17uP/txrMVRitkU/qYO2va8\nDLc/uOprhTw6A01+eut96Ot8v7FM0VFvtzRxGl+k2dElZbnLf2PQTSxdLMf+dl51Pfd+7bMM7r2W\nQLDUazKesbij99X8aPgHFCgyd/8io5+fxLLA3eSi653tRK4u7T364VPkF0oNlE/93QgAe/77DjzN\nHq5ru4Gge/X3KQiCsF42jbgB9DcGiGYKnF0oDdF0ef0MvOItnP7JVxl9/F66rn8V4Y5+ABK5Io8N\nR7llW0PNBn6uRbaY5VunvkHRKpYHgS5jHwRafyCMHihZl5ZpgQLZc1bcojWNe2cPAx0H1nQrdoQ9\nbG8K0BxwX3AZxETcOYg0l4jScXVlurlXV2k859rVVYXGgIu5ZEmQfP4AA1fs5+hTj5S7qljA6/re\nyU9G7sMVMtj5J9vWfO29f79z1XWP5uXOrndSMMyX7EuJIAhbg00lbgD7O8PEM0UW0qUPWnegjpYr\nDjBz5HHGD96H+7a34KtvBmA2mefp8TjXdoU3tAbu/tEfo6yRrbraINBnf/cYRq7kqut4y7mJBwqc\nsJ6kR7ne8Xy3ptDf6GegMfCi3a72LEmApakRCukkvvrKtIXOsHO2XEPAxWK6WC4a33nVAbKppOO+\nHqsXt9JBnhG44JZeCiF3PYPhqxlbzNLb6NtUhfmCIFxebLqvx6qicHN/Az5bWnnT9n2EOkqWwtDD\n38WwzQwbXsxwfDa14j61ZCQ+vOqU67UGge7/+BXs//gVdL+rHX9PyRVoYjCbGSrvifh0rusO84Yr\nWtnbHrqoeGI8W3S061o4cwhX0PkFoCvizL5UVYWmYCVJx+324A0EOX3s2dJ7syweGFpku+9DaFx4\nQohH9fJHV/89iqKQK1qMLWZlUrcgCC+aTSduAG5d5ZaBBuxf7DuveyWecCOqrjF28D7HxOej0wlG\no5lV7lQblvKJFWvnGwSqeVSab29g6FPjFJZKZ8+babojXm7f3sgdg030NfgviTVjn+sGkFmcoaF3\nV/nao6uOoaPL1Pt1XFrl9TVV4/izB5mfnuDUQpqz0QwetZkrAn+NTgCs859VQcWj+Lg1+ioalObK\nmQomE9EcF9hkQBAEAdik4gYQ9rq4sbcyFVpVVbbd9mZcvjrS81Oc/dk9mGbFNfbUWIy55Pr6J14s\nIXed49o+CHTg3/WsGARa2Qhm3qQQLVme7XVhbuitp/FFxNReCLtLMr04g2VB5FxDaljpklxGURSa\n6yqip+k6e667iWcf/xkPDlUyWf1qF7fMvonOVA+qpaOycjSRrnjQFBc7wjfzoWs+w4Htd/Dg9++m\nUKiUCyRzBlPxvAicIAgXzKYVN4COsJcr2yqZdaqq0XnNbVimQS4ZY+zgfeXHTAseHY6SWGVw56Wm\nN9yHV/OXr5cHgW7/QI9jEOjSkSTpkQyWaWFkDMa+PIUe0PC2e9AUnR0NOy752eLZAolc5WeQmpug\noX93VZbk2kXwIa+Gx+YS7hnYTSyTo5CKV/aMPIovp3Jl7k1cHfoUXZ53ENQGCLvaCLtbCeci3Fj/\nNn7vyv/LW/r/nIDeyq7917PvhlvRdWd9YjxTZDYhAicIwoWx6RJKqtnVEiSaLjC5VLLKvKEGOq+9\nnYmf309yeoT5U8/RNHgVAAXD4uGhRW7f3ojXVbsauIh2A3mjZDW+0CBQVVcY/eIkhWgR1a3g7/ex\n/Y9Kk7B1VePtu351rZd40dgLtwEWTh92ZEmu5ZJcRlEUWkIuxhZLP+9T0SzTfbeXuyC74+N4liYB\nSDTtQFcCtHvewGt6317Ovhx++Ls0eq7Cr5d6geaKJoqi0N6zjdjCHM8/+wQ33P46VLX0O1pMFdFU\nhaagzHoTBGF9bHpxUxSF63si/PTUPEvnRslEugfJROeIjhxn/uSz+OqbCTSV4lypvMGjw1FuG2is\nSTbeYyMxvvT0PM2u25kp/AhPk5trP7dnzf3116/e7Hl7/Q76wv2X/HyOwu3ZcYxCjmBbZdxOR8h7\n3tKJgFvD71aZSxZ4cDgKiop/9nlMzUNw8hksVcdwByjUlUog2uvcZWEDQNOIjZ6krrVU1J0zTEzL\nQlUUQvUNFAt5nnzgXq6//XVl9+hcooCmKpdF5xlBEC5/NrVbchldU7l5WwMum1i177uJxoE9KJrG\n8MPfIzk3UX5sMV3g4Gjskru6Hjy7yBefnsIC2jyvR32R3x28mpf3XvU7l/RsAEvZIks2t+zC6efw\n1NU7Wni9kEtyGUVRaA66eGBokVyxZKEWAk0EJ5/FUjUUs0i852UAeDSFnU1+7GFGl8dHJjrruOfy\nfVRV42V3vpFUIs7Rc51QlpmO51lao+emIAiCnS0hbgABt85N/fWOteZd12GZFoquM/LoD8glK3Gh\niXiWQ1MrsxpfLPedXOArz82Ur71qK7sLb0U1L8z96dW8vPOKX+eWrlsv2dmWqS7czkTnifRUCqrd\nmkLzOl1/R2ZSDNkzUI0iimVgqS4yjYOY3lI3kl3NfvZ21BHxV+7rb2ynmHWWSqhq5YuGrru45bVv\noW/HlSu+gEzGcqRyq4/+EQRBWGbLiBtAc9DD1Z2h8rWqqmx7xVvANFB1F0MPfgvTqHwwnppLcXr+\n4mrgLMvie8/P8c2jTkskOP4kvTMutrvedy5b8Dw/agsw3bym55387tXvv6gzrYU9SzKfWkJRVRq2\nXVle6wif3yUJpaSUrx2ariyYRSIjj1LwhFCLOZLt+4CSO7I16GagwU/YW7EO69p6sUwD0zZBQFEg\naBvS6vZ4CYYiPPPITzjz/KHyugWMR7Nk1phtJwjCxmNZFk8MLXDXA6f5z98/xt//6AT//Ngwc4mN\nyVBfjU0fc6tmoClAPFvk7ELJMnD7g3Tf+FpGH/0B3kgzE0/fT+e1r3SMyfG7NTpexJgcy7K458gs\nPzldSYPHNAkPPYg7Ncfi9jup99dzpTHIVO6bLBYfL42PUSvp7qqpYioq5AbRUq9m0PfamnRTSeSK\nxG0uyZljB/GGG1G1iqB0hc9ffG1ZFl9+Zpq0bZp4eOhhLFXDlUuQadyGWszh8gfY3uijNeglnikS\n9lX+1HSPF5c/RD61hDdUapK8lDPY2+FhdCHrmFQ+uPda7v/Ov+DxeunqL2WPmhblLiaedcyIEwSh\nNqRyRb7+9DiffPAs0XSeXMHAOOds8bpUPvL953n59iZ+57YBDvRtbEP0LfnJsL8j5Mj4q2vpovem\n15FPxUnNjjP88Hcc+58YiRFNF6pv84KYlsVXn5tZIWyRMz/FnZ5ncfBODH/JTerXurih+YN89BXf\nIWz8Ekr6BpTsXpqT/QzEd+Gd/hP06O+h5Ac5Mrn04t/4C1CdJZmYHi0n2QC4NIWWuvO7JA+OLXF4\nutJ2S0/M4E7Nkvc3YakKqebdNJz6EYN1UOfWCHl0FlIFAm7n9yjd6yMxNVy+jmcKqIpCd4MXjy1A\nVxeu5+WvfSs/f+g+ErHKz9owSwJXMC60zZcgCJeCscU0d370Z/yXHxxnIpYhna8IG0C2YJIvmvz0\n+Czv/sxB/urbRzDXmrxcA7akuKmqwo29EUeLrmBLF4HmDoxikUx0lomfP1B+zDAtHhlaJJ1fn6vL\ntCy+9PQUDw5FK4uWRXDyWbRCmoXBV2P4KvG/tjo3H3x5L/vaWmhzvw4t/uto0X9Da/Rf0R2/mmZb\njsSRidqI27gt3pZamMYyijRuq2RxridLMpapckdaJnVTz5Fo34cnOUOy7Sostw+tdRuF0cO0BkvF\n4KYFRcP5R62oKomZsfJ1tmiSK5poakng7J1Q6ptaufMt7yIYrsewuZULRqlNl7GB/8MIggATsQxv\n/NjDzCydP0RgAZmCwVeeGuePv35ow2pWt6S4AXhdGjdva3C8wa7r7sDlC6DqbmJjJ4mOVurOskWT\nh4cWz2sJGKbF556c5PHRSnIKpkHDyXtxpedY3PnacjIFQGfYwwde3kvE5yLo1qi3JWx4rDwe8vSY\nk+W16aUc85e4k0oyVyRmyzKMDh3DHYyg6uvPklx2R9pdhuGzDwIWarFIrq6NbNN2vLrCtr0HSEyc\nxcxUEnYSGQO/q/Lb8EWaySedQh7Plqxnl6bS0+DFPhggUBcmn8tw79c+67DgpA+lIGwshmnxq596\nnPGH7mHisx9g5L+/mfnvftSxxyxkWbj3Lsb+1zsZ/ejbmf7ifyBTMPje4Sk+/9jwhpxzy4obQMTn\n4kBvZbBnOcHEMvG3dDNz5Aky0bny40vZ0pictT4oC4bJp54Y5+d268os0njiB6iFDLG+W7G0inj1\n1nv5wC295cGhiqLQEfHiPmdRJhQ/ChC0nEktRycvXRYnrOwlmU8t0bbnxvK1S1VoCa5skWXnidE4\nR2Yq7khPbBR3apZU004Cc8+Tai1ZgTub/fh8Pm56zVvxByttyCzAo1fie4GWLoyC81xxmwC79ZLA\n2UsRPV4/u/bfwIM/uJt0qvIzyhRMxqUPpSBsCD89PstCMocabCB8068Q3PeqFXsWf/iPmNkEHe/9\nON1/8GXq73wvULLg/vdPT2+It2VLixtAd8THrpZKiy7d7WXglb9MfmmRQHMXZx/8pkPglsfkVH9Q\n5osmn3h83BFvwjRoOPFDMIvM73o9lruSkLG90c/7b+5Z0b2/OeAm4CsVIseVEAoWLopg64N5qeNu\nzl6Ss2TjCwRbKoXb7WHvCxa0xzIF7j5cKXOgWCA0dpBsfT/BuecpesMYvjAdITcNPhf1Pjdt7R3M\nT00QW6j8bDWb2zPQ1I6iqBi2XpJLWWfc0+vS6Kr3OoYHbdu1l227r+KpB+917E3lDCZjInCCUGs+\n/rPTpPIG/p034d/xMlRfyPF4YWGM9KknaHzt+9H8YRRVw9O2vfx4rmjwwInZ6ttecrZctuRqXNkW\nJJ4tMHWuRZfbH6R9382MHfwRnlADQw99m8FXvYOMluaZ+e/yxVOH4GCGkMdHR7CTNwy8jYNn2zm7\naLM0ijnCo49juIPEe28CvWKx7W4J8L4busoWmp1Gv4uA10U0kSOqhFCAPBohK8kSpT+SSxl3S+WL\nRDMV0Zg/9SwuXwDF3ksyvLZL0rIsvvTMlMMdGZh7nqI7SC7Yhjc6xMLO1+HVVQYafKgKNAdKVmAi\nvsjx5w5y2xt+GQCvzXJTVQ13IER6fpK69j4ARzZn+bU8Gp31HsajFVftrquuZ2D3VRiGgWWZ5X6U\nS1kDbSlPa+jSNpoWBKHE6GKao+f58p2bPIkebiH20JdIHb0fLVhP+OZ3Eth1M1D6IvpPD53ljt2t\nL3ifi+UXQtyWW3Tdf2qBpXNNg0MdfUR6dxEbOU4ilOWfD/1bFrzzABjWOTFIwrGFozww+iAKftrd\nb6LN/Vq0QpaGk/dieOqIbn9lua8iwN62IL99feeak6SbgxXLzVR1MnhJqAGHuD0/naBoWuiXYrxN\nVZZkam6CxoF95WtdVWitW9sl+fhonGMzFbepJzaGb+EMiztfQ2jkMbKRPkxPHbuafeiqQnudt3zu\nbbv3cfLwz5mZGKG1s3dF2r5lmcTGzzjEzbKsFcJU59VpD1tMxUtWnqIouD1eThx6ipmJEW55zZvL\nfSij6SK6qtC0jsxPQRAujJMzCdyaWu4otBpGYoHC3Aj+HTfR9e8+T27iOLNf+2vcTT24mkot907M\nXNrQy2psebfkMi5N5ab+ekcWXufVtzLbtMhDkR8w657CsAoVYbNRtLIUrEXGc1/mROojhE99F9Pl\nITpwu0PYru0M8d4butYUNoCmgAu/R6fy+W3hNbP0G7bMwYLJ2blLM2DV3ksyuxTFLBZoHNxbXmsP\nedZ0SUYzBe4+VO2OfIJcpBvX0jRqIUui61o6Q27qfS4Cbo0rWp1TGvYcuIWhE0cA8Giqw8Xoqasn\nt2RP77dIrZGxGvG7aK5z9pUc3HM1iqJw8IEfOtyRc8nCBZd2CILwwliWxUQsU24KvxaK7gZVJ3zz\nO1A0F96evXh79pIZerq8J7sBTRh+YcQNIOjRHTPgTsYf5ed1D2OoBqzDSDLJkSge52DLoyxsfxWo\nFTfbjT1hfvNAx3mbMTcH3Kiqgv9ckomJiomKD6eFdSnibum8waLtQz41P0GoazuazYXaFVm9cNs6\nV+6QtX1Diww/hKm6SLRdRWjyaXKRLrxuF9saSvfY215HyKfjs2VFdm/byfWveB1Qsrjs1puvoZVC\nxhbDZHXX5DKNARcNgYqzYbkPZTq5xNToWcde6UMpCJcGy7KYTuR44PQCQ4uZ835Uulr6Vi5WeWPc\nL2AAXCp+ocQNoLXOw76OOpKFRb4z8l/I57MMf3qcw390gmd+5xjH/vw08UMVk3n+Z4sc+eOTPPNv\njnHq74bJxrPEPPNMFiqF4Lduq+fXrmlfV+uqep8LVaHsmswoPhRMVCw8ZkXgLkXcrTpLcuHUIeqa\nK4kkmqrQtoZL8rGROM/PVqxHPTmPK71AvP9W6qaewVJUUq17y+7IRr+rPOS0JVQRT0VRyOeyPPj9\nuzFNw5ExGWrvwzJNh9UVz6xtcSlKqdDc0e1Ed3HbG36Zjt4BUlWlBdKHUhBePJZlMbWU5f7TCzx8\ndpGFdIH6gJvlREfLNLCKeTANsEysYh7LNPB270EPNRN/7KtYpkF2/BjZ0cP4tl1Tvnf7OrohXSy/\ncOIGMNgUYCh1L5ZlYZngbnCx48P97L9rNx1va+HsXWPk5vIknk8ycfcMA3/Qw1Uf24W72c3QJ8Yw\nyTNd+C6WZXDnYANv39e6LmGDkqA0nEsqgVI5gJsiWdw0WJXaufMFbdfDeKxSuJ2JL1DIJAm295TX\n1nJJLqYLfN2eHWkUCE08xVLXAQy3H290hETHfjojXurPifS+jlA5VuZ3a44+kV6fH9MyGTp+BK/t\nG5snGEbVXeRtaf0vZLlBSeDaw27H/TVNxzRNHvrB1zlz7LnyerkP5TqL8wVBKIna5FKWn55a4JGh\nqMP70xHxETzXJzb+yL8w+ndvZenxu0kdvZ/Rv3sr8Uf+BUXTaX7bn5E58xRjH307iz/4B5re8EFc\njaV4m9+t8Z6b+2r+Pn4hEkqqMSyDhya/QdHKo3lUOt5SydqJ7A/haXKRHs6QOpOm/kAYX2cpm7D9\nTc0c/uAJcrM51BYvA22nefOVV15wZl5TwM3EOVGY0lppsqLMqw34rYqlNbKYIZ4pEPa9uPllmYLB\ngu2Pcv7ks7h8QXR3JTrGgesAACAASURBVDNytSzJ5exIhzty6EGwTHL1vQRmjpILtaO0bGfgnDuy\nK+KlsWrAaXOdm2SuIq77rr+Vh++9h1t7qqeLW8THTtKy+zqgUsj9QiiKQme9sw+lqqrc8pq3cP+3\n/wW310v3ttK0A9OCsaj0oRSE81Gy1HIcm0k4mj6UHzdNZo4dZGduiifpIvLyXyPy8l9b9V7u5l7a\n3/33a7wOvOmqzkt69tX4hfy//eDU4xSt1S2EQrxIdjpfFrTVyIznMMlyOvHdF5Vy3hRw4dZVdE0l\njZeAlSZvaXQbk459xy5iJM9qWZKhzoHytaYqtK3SLPrR4RjHbe5Iz+JwyR3Z8zL0TAz/3HGSHVez\nu9mPpiqoCuxtq1txH69LdbgPG5rbGNh9FRSd53L560jbZrslc8a6CjwrfShtLdZCEW557Vs5cegp\nTLNirRkmjEofSkFYleVEkR+fnOfR4egKYTOLRSafeZBTP/4qydlxbryyD9314r50e3WVXznQjc99\nYaPAXgy/kOI2lZx0fPgtYxUthj45RuMtEbwdHkJ761g8GCc9lsXMm0x9axYUMPOlD8mJ5PiLev3m\nQKkOK+DTKaouVCzSig8vOWcx90XE3exZksVcBtMwaN55dXmtrc6zotRgMV3gG0dsxZXn3JGZhgEM\nfz2h0ccoeCN0NNUTOSdc25sCBDyrOwCagi5H8PnKa28i4A9AsWKdecNN5BMxx/OWzuOaXKbUh9JT\n1YeyhTv+1TuxTIul6ELlZ2BYjC5mKUofSkEASqI2fk7UHhuJrQgJmMUiE08/wPPf+yzxibO0XnGA\ngdvfRufuq3nPy7c7/r9bD25NZbC1jj953a5L+TbW5BdS3LLFLIblFDfLtBj6p3EUXaHnXaVu+aEr\ng3S8uYWz/zjK4Q+dwN3kRvWq/D/23jtKrus68/3dWDlX55yQExGZwJxJBUqWJUsayc+j5Vm239ge\nj2ee9YdneUaeZ/mNw9MsaRyfLMnWmJIoUomkREJEIAgi59wBnXN1VVeuWze8P6q7AroBAiRAAmR/\na3Fx9cGpqlvhnu/sfb79bSVQ2LXkjHfmARl2FR7vnjt3MxALLiVAkHd/7pbNG0ynSs4fkxeO4vCH\nkZQyleRlKcnF1JGuyXPkHUGS9Xdgiw0haUlyHfcU1ZGqJLCiTPp/OVRZxO+sJL4zR/cxfbEkCXbX\nNGGalTfVtaQm51HyoSzdaIIgEJkcY9fPvk88ViI4TbcYnsm+p87kS1jCrQbLshiKZnjt4jT7FyE1\nQ9eI9J3h4mvPER/rp3bNnax85tfxNXYUM1Xt1W4+0SEhY16L0By7IrK63st3v7StQlR2M/GhPHNz\nqW5kUSZvFhZRy7IY+OYI+bhO1x+0IJS1XKl+JET1IyEAsuM5xn8yiaOxQAx2yfmOXn++Hc+8YlJD\nwWclSWMnZESZEQvlCmdGE5iWdc1ilXlcrpKcHeohUHbWJQoFMUk59vbHOD9Vno68hCPSw8zyJ0EQ\ncE2cJudrYkVjVZFIVtV43lbSG3arzGb0osJq+brNvPL9f8LbuhrV6cZT08RwXiOTj2MJFjbJVeEx\neS0o+FDaGIhki69TXd/E2q33sufl53noo58t+lxm8ibDsRxNAduSi8kSPlSwLIuhWJZzE0kSuYX3\nmJHXGD3xBvGRPlS3j6atj+AK1S76XLMjl3AO7uc3tzzC3nE4OzKLIBQ6dZTDpUo4VIkv3dvGb9zT\nvqhr083Ch5LcugKVoobBb4+SHc3R9Z9bEdXSh29qJrlJDXuDjfxMnoF/GqH6sRCyS0JAxK+0k9L0\nBb3K3g5hZ4HUnHOqo0kxhIHEoNSAo0xUksjpDM5kaA1dH4lWFG4nYpj5HOFlZSlJrw25jJQiKY0X\ny9ORuoZ35AiZYDum4kCNjQDgWX0f/rlrdtsk2sNvf12yJBB0KUwnCxsJh9NN47K1TJ0/jLiijgOT\nz3OhaQ/CmR8WvCYtnRpHC7+96Td5pPUxbNLVDZ3nYVckmgJ2BmeyzN9ebcvXkstmGB3spXPVhuLc\neR/Kev8SwS3hgw9zLlI7N5kkuUhpjGnoRC+dZfzMASTFRt36ewm2rrzi8+WSswwf3kGgdRX1He20\ndxSalp4cjDIyk2I2m0eVROp8Dj6zpYn7uqoQb4Db0vXiQ0luq0KrCTuqGEoMkpvWmN4VRZAFTv5e\nqQVO8xfr8a33cOlvh8hNaoh2ifB2P/WfKCgrLUtmhedjvHkpygOdoesqSrQrEh6bRCIHDptMSncS\nNmcYEn20GUOco6s49/RI/LrILZs3mEqWUpIzPSeR7S5kW7lKslRjYloW/3JsrMJOx39pD6akkqzb\nAKaOb+gtsg3rWVNGZuvqvNccUYZcCtG0XhSKeDrD/Mvp/0myewbdymEJFhYGzKWKJzL9/Pn+P+XP\n9/8pv3XHv+fXVn3+ml7HeQUfSoCpsWEC4WrkudTskg/lEj7oMC2LwWiG8xNJkouUw+haltFjb5Ca\nGsYZqqNx8yP4Gtqu+pyWZTKw7xVs3iD1G+4tjgecKl/56OoFRvHvJz6U5CYIAl9c+2/5y4NfhTBs\n+taaK85d9addi/+D4WfPaSf1rixv9UfZ3ha8rt1J2KWSyGVw2WVIQcia5aSwAhsasqmhi4VF+Mxo\nnGfWLZ4aWAyj8cqUZD6TonrVluLfl6ck916KcXEqXfxbTk0jZ2eZ6XwYRBHP4EEsQaJ91fpiOjLs\nUhekNa8GURQIuxUm4hoXosf5y1P/gZyRuepj0nrhmr5x7GsMJQb5T1u/fE0kdLkP5TwGus9y7th+\n7nn8WSSp5EMpiQJVSz6US/gAwbQsBmYynJ9MLmpnZxo6I0d2Eh/tR7bZqVt3D/4FJToFiAKUH1FP\nnDmA7HDSetdTxTEBuLPVf0sRG3xIBSUAT7Q9iUN2IlzTcWglRFPCPvs40VSeFw6PMBzNcGSRNjlX\nw7yoxOVQiIleJAx0UcVApNYstYm5Xhuu8vY2ueRswXKrvrQbq/HYit6X0ymNF0+Xe0dqeIcOkGja\niunwI2pp7LFB1K6tBJ0lAlhX77nuaCfglJlIX+Ivjv7B2xJbObJ6lp90v8j/d/Lvr/kxfqdC9WWE\ntfHeRxAlmUO7Xqn4nqaTeaKpJR/KJdz+ME2Lvkian5+f4sjw7AJi07NpRo7upvu159BScRo2Pcjy\nJ//NosTW7Lfjt8sVxDZ+ej8zvWdo2vJIRaPjtfWet+0H+X7gQxm5AdhlB3/3+Df59Zc/SzqfxuLa\niEkyJcLx9WxK5NilZJmIw4+OjvLJzQ24bBKrahbWfC2GoqjErjBAQXGomjnSOKgyowxTKHLsnUqR\n1oxr2hXldLMiJTl98TiSYkeSSzUp8ypJc04dqZUdAPsv7UGwLHL+gpOAI9KN4a5i5fJVxTnNAUcF\n0V0rBEHgm+e+SjqbYvA7IyTOptBTBrYqlYZP1eBbV/jcZg7OMvbiJFo0jxpUaPhkDf5N8M1Tf88z\nnR+j1nVtUWzIraCbFjNzxCWKInc+/DRH9/6SXDaD3VFKsY7HNSRRwOv40N4OS7iNYZgW/TNpLkym\nSC9iSJzPphk9tpvkxBCy3UXznU/g8IcXzBOAloCDFTVuuqdSxMpUlPGxASI9J2nY+ACKvXTvNPnt\ndIVdN+V9vVvc0pHbdHqKfSN7efXSz9k9uJPzkXM3tBllm7+df3rqu/jtfuzSlYu2AbAERFMiMHsX\nq2IryaCwPX8E0TQYmsnw0olxTo8mGIimr/48c6iai9zsqoQkS+RQcVpZ+qXGCpo1LTh3jcXco7PZ\niscmxgfw1rcW/xYEqJ8jt72XolycLl2rLdKHkpkh2rYdADkVwRHppXHTg8V0pCjAmkUKtq8Fg/EB\nemPnsUzrinZnWjRP/98N0/hrtWz4m5U0/motfX83RD6ugwXPn3/uul6z2qMs8KHc+sATyLLMYM+5\nirkjsdyih+1LWMKtCsO06JlO8fPzkxwbiS8gtnw2zdTF43S/9hzZ+AyNWx9l+ROfW0BsAtAadPD4\niio2N/uZTmn0Rkprg67lGD70Gv7m5RVRns8us6nJf8ueWd9yW1XLsjg8fpDvnP4njkwcQhXVYo8v\nwzII2IN8YfX/wZMdz+BS3v2Ood3fwYvPvsSPu1/kX858m1Q+Sc7QMCwdEBBQsSwTW3olG2frOMHj\nxMReas0pTAS26cd5S9lI90SS185MIIrgUKS3DdPnIzdBEHDZFeJZN6qVIyZ6WWH0Vsw9MxpnU4v/\nbd9LuUoyn05iaFlCXSWVYI27kJKcvlwdaeTxjh4lHV6GafcB4B3cj+QOEAqUXndZlesd59WfO/td\nDNO4qt2ZGlSQnGIxivNt8CDZRHKTGopX5vkL3+PfbfgdFOna3BHmfSgN06ogLj2f5/ThN9G0XIWK\ncjiapSVof0/cE5awhHcKYy79eGEyWVGXOg8tnWT02C5SU6O4a5tpu+/jOHzBBfMEAVoDTlbUuIqK\n75m0xtHhUq2taZqMHHkdX0MHDRvvL46rksDdrYEb0nPyZuGWIrdYNsrvvPabDMUHi4ICzagUBmSS\nI3ztyF/ytSN/xf948K+5s/7ud/26btXD51Z/gc+u+jccHj/I2cgZ4rkY3VMGY7NOhOx6BuMGKf08\nG61T7JfvwGcmsJNDtPK06YNcUlo4NRzHoUooksiDnSG89isvwuEyL0aXQ8YW02g0JzgqrkZBx2fO\nMisWiOZazt003WQyUVIJpqZHcVc3oTpLRdaNfntBHXlZOtI1cZacu5ZUfWGht830I+VTtD/4seIc\nmyyyvPrKBdtvhx0Dry5qeVZud2arVbHX24gdi+Nb72H2WAJBFnA0FaJNC4vT0ye5o2bTNb/uvA/l\n0EyW9JyzjN3p4r6nfoWdP3kOm81OU0fBMcGyYGgmS0t4yYdyCbcedNPi0lVIzdByjJ85QGzgPIrT\nQ/OdT+CpbV4wTxSgNehkRbW7YrOazRu81R+tOGcb2PcS+VSCpkc/XfEc21oCV3QmulVwy1zdTCbC\n53/2aWYykSv6Ps4joxcECf/x9d/lK9u/ykMtj9yQaxAEgS1129hStw0o1Jn919d6yagmlpGmb7yV\nB/L7aTAn2Kts5oH8ASSgy+zHls9zXunkYF8Uh1IguIc6Q9iVxaMAr01ClQQ0w8JlV0gLdtxmGkQR\nDYVaY7qC3BbrUF2O0XhlSnK65ySBsloVAaj32tnTF6W7LB1pj/TiiPQQWfl0YcCycI+dwFnXjr2M\nGFfVuK/ahPXtkMonF4xdbncGELrbz6W/HcbMmwiyQMdvNyPZxLn3IDCbiy14nreDKAg0BuwMRLLF\nkge318/2Jz/J1NhQxVzDgsFIltaw/V293yUs4UZBN8xCpDaVWrQDtpaKM3J0F9nZCJ7aFprvegpP\nTeOCeaIAbUEnyy8jNSicwe8fiBWNyAEmzx4iPT1O+4OfKHa6B1hT56HmCq2ybiXcEuSmm3l+69Uv\nMR2fou/bg4uKDZI9aUZfnCDdn0UQwb3cRfPn6/jjN75MrauOVeHVN/y6PDaZp1dU8fypCaoDTnQj\nyPB4LauMHkbEGvYoW9iYP00WlVZzmKTuYFhuYPeFaeyqhE0Sub8ztGjoLggCYZfKaDyHy6GQxEWI\nwsKdEFwErdIiPpPKMx7PUbeIi/88ylWSWjpJLj6Dp7alOFbtsTGb1fnxmfJi7RyekUI60pILz63G\nR5FUG62bHihO89pk2q6zkLwcyZyOYVbelIvZncXPJBn+/gTL/qgNZ4uddH+Gnq8N0vUHLThbHFhY\nmO/wzFUSBZqDdvojmaKLgj9UhT9UxUh/D3ani1B1HVDYIQ/OFDoJ3MpplyV8sKEbJr2RNBevRGqZ\nFMOHdpCZmUB1eWne9jiuqvoF80QB2kMFUnNcYbN9cjRRYdmXnBph6uIx6jZsx+ELFccbfHaWV92a\nApLLcUtsTXcNvs5ocpS8oV9RbGCkDaruD7L2L5ax9i+WIzlE+v9xhJyR5X8eWby1wo3Afe0Baudk\n5XUhFxOh9VhAqzmMKcocU9fgIU0WlTVGN26jIP549dQEh/qjHByIXlEEM18OIEsiSTWAMBd7DUr1\nXP6Qq6UmNcNkIllKSU53H0dS7RUpyQavbUE6MtC3B1Oxk6pfXxgwdXxDB6hftXmB1Pd6LcCgkCo9\nMRrnFxemUMRS4Xi53VnH/9lctDtLD2bxLHfianMgiAKudieudgfxs/O2YAJe1Xvd1zEPWRIW+FBC\nYaPx5i9erDBa1nSLoSUfyiW8D8gbJucnkrx8bpJTY4kFxJZNxBg5uoveX/4AS9dpvecZuh79zAJi\nk4RC78onV1azocF3RWIbjGbomS5Z7xl5jbETewl1bahwKvHaZbY0+W5ZAcnluCXI7dunvklGTxfF\nBrYqFUEUKsQGvnUeAlt9SA4J0SZS/XCIZE8hvXZy6gSjyZGbcm2SKPAr6woCCEEQaKr1csG3mTZj\nCNnUMASZfcpGVPKkcLDROItqFlKEPz0+xoFLUU6MLq52LD93y7urETERLJOIGMRDErHMUPjMVToE\njM1mK8gwMdaPp661+LcA9M5k6SlTQCmpKSQtQbStdEjsHTqIKEn4GtqLY9Vu9Yrduq8E07Toniqo\nuLqnUlgWtHu3IMz93Obtzjp/v7nC7szV5iBxMU16oJB2Tg9kSF5M42wqvL5h6qypWntd13I5Cj6U\ndsr5rb6lg3Xb7mfPy89XdPPO5k2Go7kbqtBdwhKuhLxhcm4iwSvnJjk9nqjYiAJk4zP07n6R3l9+\nn2w8SsdDn6TjoU8uJDVRYFlVgdTWN3ivSGoA0XSeI0OlLJFpmvTufB67J0jt6q3FcWVeQHIbperf\n97TkpVgffbO9i/7b1XqrJS6kcMyd01iWxQ/OP8fvbf6PN+UaV1a7WV/n5sRYspBObG4mf/Ysm/VT\n7Fc3kRGdHFA2cGf+OAnLwX35Q+xS7kRH4cUjo6iyiEuV6LosnJ8vBwBwOVQsBHxWnJjoRwBqrGnG\nKNR1XS1yK1dJGnoeI69RvaIkurArIi+dLxWGo2fxDrxFvGkrpr0QCYlaEvvsMA1bHkEUSz/g8g7b\nb4dCB98cp0bjC+x+tlb9Cheie0hNZ69odxa621/owvCNgvxf9kjUPVOFd40HWZB5pvNj2OV3357e\nrog0Be0MRkrnlK3LCmnty99rSlvyoVzC9UPTTWIZjZxu4rUreO3yFX8/mmHSM5Wiezq1wHgYCsrn\nSN9pIr2nsbl9tN33MZzBmgXzJFGgM+RkWbXrmpz3c7rJWwNRyl9ycP8r6LksdXfcXzF3a7Mf9y0u\nILkc7/vVHp88uqhLyGJig3mkh7KM/WSKjt8tKIHyZp69w3v53U1/cNMWoE+sreHMRArdLLj0Z1u3\nEe7dQciYISIFmRV97JU3sVU/gQncmz/MLmUbGvDDwyNFgqsvOzcLVSgmFSwEAuYsMdFPBjs1ZoQx\nqUBuFyaSaLq5wFU7b5hMlKkkIz2nsHuDKI4CkVqWxYmxypsm0LcHBBHNVzp09k2dw+YLVURtrQEH\n/mvsBD6T1hbk7eeRnY2gXbyEAyd6OH9Vu7PyLgzlkESJz6xcvOvvO4FTXehD2bpsNbqe59i+11mz\n5V6UJR/KJVwnTgzF+Ic3+nj17ASiULCeyxsmfofKl7a38enNTfjnTBA03aR7OkX3VGrRPoOZ2DQj\nx3aTm50h0LaSrkc/U3HUMA9ZFOgMO+mqcl+zyte0LA4MREmXbUInLxwlNTlK2/0fR1ZLa9PqWjd1\nizQ2vtXxvseYCS2Bflk/r8XEBvPITuTo+ct+mj5bi2d5KRKKpOO8dnGaC5NJMotU6b9bhF0qj3SV\nakUsV5Csu5YNeqkYOCW5OSmvRMVARWOzfhKAtGbwg0PD7LgwxUy6tPhXlZGbwyajCSoeq5D7jole\nfGYpnZk3LC5OLlQcjsVzFdLdaP9ZbJ5SbdpwPMdIvLSAO6a7kbOxinSknJlBnR2h5a4ni2OSKLC6\n7u0LttOawcGBKK93RxYQm5ZK0LvrBXp3/hDV5eOjy/8YWbh+lZUq2rm/8SlafVc3db1eFHwoK91W\nJElGz+fZ9+qPMYzS7zKa1oudDZawhMtxaTrFo3+9m8/8w35ePj2GZphkdZO0ZpA3LKaSOf56x0W2\n/dkv+S8/Ps2JkTgvn5vk3ERyAbHlMyn69/6Mvl0vAND+wLPUr793AbHJosDKGjdPraxmTZ33uspX\nTo8lmCxzM9JScSI9p6hddzfOQFVxvN5rY8W7KAF6P/G+k5ssyohC6TKuJDYAyE1rdP8//dR9tJrQ\nPYGK55EEmXhW59RYgpfOTvJG3wyD0cwN7bz82LJwsQM1QKL5LkRZos4qCREiUpDzUgciFh4rSZNe\nOAuMZ3S+f3CYHRemSWlzjUmdpU7VgiCQk5w4rAIRjYi1CFQeJC927jYcK/k06tk0ejZNeFmhXi2t\nGVyaKTNSNnVc46dIVa3AtJeIKzi4D2ewusJWZ1mV66q5+rxhcnoszs/PTzIYqzRrtkyT0RNv0v3a\nv2Lqedof+AQ1q7bQ5F3HM83/6boIThXtrApu4nPL/hBtEcXYu8XlPpSCILBp+6PIisLBnQt9KGeW\nfCiXcBlOj8zyka/vpWeqsLG+0pKTzZvkdJN/PTTEf37++AKhSHpmgp7Xn6fnlz9AcXlpf/CTdD74\nyQWOIooksGqO1FbXeq67R9pQLMPFst6NejZN3+4fUbViI6H2kurcY5PY0nzrOpC8Hd73tGTIEUYW\nZTSzsIu4Um81LZrn4p9fouqREFUPLay2dymVYxOJHBOJHLIo0Oi30xJwEnYp7+qLsskiz66p5p8O\njRYGZIVkw2bWDB8iomxFswpk0C83oVoareYwq4xuFCtPn9LKdFLjuQNDOBSJx1dWoUoiQadCJF1Y\nMGfdTTjiwwDMiH5kdGxmjpxYIIPTo3HKSynzhsl4olwleRJRsWFz+7Esi3NT6Yp8unv0JJqnjnTd\nuuKYN3YJchkaNz5QHLPL4hXlvqZV8LE7M55ccHOapsnU+cPMDvegOD00bnl0QQuNFYH7CDv9PNfz\n3zAtg7SeYjHIgoJlmdzf8BE+v+L3EQWJ8bhGc/DGp0dCbgXDtIiU+1A+9AxjQ30Lfi8Tcz6UviUf\nyiUAQ9E0n/3H/SQXaf55JeQNk76pFM8d6Oezd7aSiU0xcmQXWjKGPVBF+wMfx+Ze6EikSAJdVS66\nwq53XIM5m8lzeKjSgaR394uIskqwrURssihwV2vwtq71fN/v0HsatmPM9fG6Wm+13KSGNpVn7EeT\njP2oVKt1x9+tQjJl2jLLyWdSxbOmeeimRf9Mhv6ZDC5VojngoCXgeMeHo5savOzpi9IbKURMmq8e\nYRjuFLvZa60sSscvKh2kdQfLjF6Wmf2kDQfjUg2jsSzf3T+I0ybyYEeYsKtEbpLdgS82F50JAhYi\nTcYoPWKBIE5fprocvywlqWUSxahtaDZHvMxyyjF1EcdML9MrP1IcE0wTx8hxfM3LkMuittW1ngWq\nKMuyGE/kODWaIL7IjRwb6mbs5JtYhk716m2EOxaqGu2yyOpaD63Bx/jS5ofYNbiTb5/+Jj3RbhRR\nwQJMy0AWVTbZ7sVxQeaJdZ9BFAqbhlTOIJs3rlgY/25Q5SkQXGyuC7gkyzS2LWNssI+Z6QlWb7yr\nOHc0lkMSue0O2Jdw4/HfXzpH6gqepKmzu4m9+a8Y8SkkV4DQ07+Pvalw3pw3TE4PxTis78E9ewmb\nx0/HQ7+K3buQ1FRJoKvKTWfY+a7IRtNN9vVHi30VAYYOvIqh5Vj2+GcrhGRbm/147bf37/t9v3q3\n6uax1id5ue+n2MLqVcUG9R+vXnRcFCWa9E66d3wPQSxI2atXbqlo0AkF5du5iSTnJpKEXSotAQeN\n/utzohAEgU+tq+XPd14qKu3izdvwX9rDqsaVnJmmKMsfluupNiNUWRHW6+eYFTxkRCf902n+ed8Q\nblUm7FK5MNdPTXZ7saOBaYIokhSchKwYPXOvMzabJZLUCLkLabRylaSuZUmOD1K//t5COjJalirU\ns7jHTpCqXoGllD6TBmMSbA7qNtxTHPPZZVqDlYrEWCbPydF4RY5+Hlo6wcSZg8RH+/A1dFC/4b6K\nGjkoSZOXV7mKpCkLCo+0PsYjrY8RyUwzk4nQO5XEIXsI2WsQEPhpz99yZO8OHvvkF4oR1PisRmv4\n3SsmL4cgCNTO+VAmyharQLiGY/teR1VtdK3ZWBwfjuZoCQpLPpQfYkSSOXZemMRYpFQkc+kY0V3f\noupj/xdq/TKM5MyCOXnT4EhM5UuPfwZZXZiRUCWRZdUuOkLvjtSgsDk9OBiraIOTnBwmPT1Ky91P\nV7z+yhp3hfDtdsUtEXN+bvUXkMVrU+VdDtEU6eQOmu54kGWPfxZ/Uyfx0UtceOU7DB3cQWJyCNNc\neFYzndI4MjzLT89McGAgyng8e831TE1+O/e0lXZYeU8teUeQ2shx2up8FXOPyquJCx5AYGP+FIpZ\niNLOjyX41r5B3Eop7SU7C491UYgKI4Ift1WZtjszVxKgGybjZY1Jpy+eQJAkJNXOual0RUQX6NuN\noThJ15aiKZdooPccoHb9PYhiiYzKpf+ZvMHhoRg7Lk4vIDYtk6Jvz4/pfu17qC4vy5/8Ao2bH1pA\nbK0BB0+sqFo0GpxHyBGmK7icu5rXUe1sQBJlRFFiw50PksumyWVL9XmZvEnqOlJA1wNBEKgP2HCW\npcPtThf3P/0pzp84xEh/d3F83ocyl7/x54BLuD3wr4cGr9gNcnbvd/Hd82vYGlYgCCKyJ4zsubzN\njEh/xk7OqrxnbLLI2joPT62sYkX1u7O9m8eZ8WTFEUZqeoyhQztovvMJXKFSWUGtx8aqmttTQHI5\npD/5kz+5nvnXNflaEXSEyBt5zkbOLFBOXg0CEj6lhq2z9xPtPo3dFybUvoZw13o8da2Yhs7k2UNM\nnj1IamoE2eHC9tTyXAAAIABJREFU5qp0uLCAeFZnMJblUiRNVjexKyL2t6kTaQs4eLM/VhSs5HwN\nOCfPIwVrkR1uZueVg4LAsFBLvTmJDY0Wc4QBsR5LEBmfzWKYUOW1kZwz9XVMnCMhuEmIHrKCSqs5\nQq/UUrDwBup8dra0BhiNZxkqE3KMHtuDK1zPrKue8TJVn5KcxB7tJ9bxIJY814kAqB07iJlL03DH\nfcW5tR4bq2o96IbJ+ckkBwZjRNOVAgrLNBk9vofRI7sQBIGWu54g0LwMUaq8QavdKne1Bmi/jvMB\nmywSz+jFc0JfMEzXmo3Ic/3oiqSrmQScV64bejcQBAGPXSaZM4rpG9Vmp7apFY8viKyUxCcWkMga\neB3SAteTJXzw8cc/PlNRhjMPyzSYefVvsdUvI/LS/0v8wA/RY+PYmtchXHafKJJIjc9Ond+BXRZZ\nVetma3OAarcN8Qb9pkZmsxwvE6PpWpa+nS/gqmqgavkdxXG3KnFvRxBZvCVinqvhv17LpFuC3AA2\n1W4hmpmhJ9r9tsbJAJKg4FOr+fyyv6a2dSPpmQkmzx4kG5/BU9eG6nDhCtUSbF+Dze0nNTXKTM9J\nkuMD6HkNxeFCUipVe7ppEUnn6YukGYvnMEwLt01a9MtWZRFVEjk7MRdZiTICFp7hI9C4GlEUSMwT\ngyAwJNXjN+K4SVFnTjIo1hfGZzI0Bew4bApZ3cSKTRA1HSRED3lBpcEYJyIE0MTCoiqJAk+vreXs\neLJ49qVrWSbPHSK0/gEuzJbargpahkDvThKNW9BdpV1jk5oj132Qxs0PV5QN3NXqZzyRY19/lLFE\nboEF2HT3SUZP7EHPpKlds63QuNBRucubV1itrvVcVW25GARBQJUE4lmj+Hdey/Hz730Tu9OFP1SQ\nKBtW4fzOptycm1CcI7hEVi9GwHaHE0lWePPVH+Py+nC6CmpT04Jk1sDrkN+RRdkSbl98fWf3oudt\nRjJK4uALmLkU1Z/5UzwbnyZx6Mfo8Skcresr5grAslovT6+pZWuznyq37Yb+juLZPG9eKjn9m6ZJ\n7+vPI0oybfd9rLhBlESB+zqCxdY3tziuidxuGYoWBIE/3PZH/OHWPyJoD+KUFzfqtUt2VFFldfB+\nfn35N3ArwYIt1paHab7rSZITQ/S89hxaulATJooi/qZOOh/6JCs/8huEl28kPtxD96v/yoVffJfJ\n80cw9YVkGs3kOTEa52dnJtl3aYaR2YU+g9vbAtR7SwSZDi8DTDwjh6kNuagJlN6DJYicUFZiIuEi\ny4b8meK/vX52CsU0cSoipt2D1yrVs5kItJnDxb/PjSXI6iZjl6UY7P4q+nL2inSk/9JuTFlF8zUU\nx1yqiDxwBJvHj7euZKxc67FxaHCWw0OzC9ppzI5e4vzL32bi7EHCHevoeOhXFrSmt8kidzR4eXR5\nFXVe+zuOqtx2GXsZaak2OzaHk+P7d2GapYVkPK7dVFuseR/KcuNkQRBoX7mWN3/xIrPR6eK4ZhR8\nKI0lH8olAMLcptmz6SPI7iCS04dny8fJ9B5eMFcUBFbXuumqct3w6D9vFAQk5eVQkZ6TGFqO9gc+\nUSEg2dLkw3eVFl23I26ZyG0eK0Kr+NzqL7I8uJKpzCRJLYllmdglOzWuWr6w5jf4yvY/49nlH0E3\npIpW6Da3j1DHWgxDY/TYHrTkLO6a5uJCK4giNo+fYNsqfI2daMlZZoe6mek7QzYRxTIt7N7AgmtK\n5AyGY1l6IynSmoFNFrHLIqIoUONROTA4J60VBAzZgWvyLNlAK26PCy1vkpmLsCxBYlSsodkcwUWa\nNHaSYiHy6ZtKsq7BgzUziCMzxYBccA8JWjF8ZoLBub9102Jzi59opvS+x07sRffVMy2Vrt0xdR57\nbIho1yNYUikducKtE+89Ttv9zyLNp/uApGYsILV8Ns3I4deZvnAUd3Uz7fcXbH/KiUsUYFm1iztb\nAoTdN8aiyqFIxNL63EcqEAhX03v2BKrNXnTuN62CNPpmKCfnIYkCLptEPKMXo2GPL4jd6eLQ7p/T\ntmIdklR4fd20yOYNPI6bky5dwq2HHxweIrKII48oqyRPvIq9ZT1qTcHxR48Mkx06jeeOJyvm2lWR\nZ9bWs6L2nRuCLwZrroXNTNmxQnTgPJMXjtLxwLMVqvLl1S66qm6rc7ZritxuyRhUFETuadzOPY3b\nrzpvc7Ofep+dI8OzxZorUZapWbkFh7+K4UO/JDExSMvdT1W0bYACETZtLfSByyViTJw9wPDhHYwc\nEXHXNFG79i5UZ6VDh2ZY9EbS9EbSeGwyLQEHzQEHG+o9HJ+T6eeCbeQjvbgmzpJo2kJLrQfdNJmd\nE2RkRTv7lE3clT/KOuM8CjqDciOmBa+cHOfxqiBatBSpTQohqolUXMdANFM8g9M1jfT0GNFASWUq\nGHlcE+dJVa/CVEs/2ha/jemDL+Cpba0o2L483tBzWYYP7yA9M0mgdSVdj/4aqmuhW0mT386aOs8N\nT2XYFRGXTSSVK3ynweo6WjpXoqiVaeSJuIbvJpPJYj6ULV2r8IerURQV0zSLO+CUZjIay9Gw5EP5\nocDTa+u4tKtnUT9I99pHSBz5GY72TSDJxA/9CGfnlgXzdMPins7LhSbvHucmkoyVOROlZyYYPbaH\nmtXbUMt0BzVulTW1b+9EdDvilovcrhceu0xr0ElaMyrqr2weP8GONSQnhpg6dxjV5cO+SKt1ANlm\nx9fYSXjZegRRJjU5zHT3CRLjA+QSUeyBGkSpMkLQDJPJpEb3dIqwU6FvJltMCea89XhGjpF3BDBt\nbvxuG8lMvuiwoQkqY1I1jcYYNVaEqOAlIzowLYil8jToI/TKrQCkcNBhDtIvNmAJBeHClvZgMS8/\neeEY6egUiYaSTN0zdAjD4SXVUH5YLFKT7CcxdomWe55aIACBQj5+7PgbDB95Hcswadr6CKG2VUiX\nkUrIqXBXa4CuKjfqTSrydCgS0XTp+2xo7cTp8hKZGsflKdycFoXI8fLGizcaiiRiV8TiWSAUzuCi\n0xO89dpPaGpfUYzgNN1CnzurXSK4DzZyFrx4dGTB5hDA1rgKbaqfyM+/TvL4KzhaN+C/7/MIZU0/\nBQEeWlHNp7cs7Jb9bjAaz3J0uFJA0rvzBdxV9dRvKAUMLlVie3votnL6n8PtJSh5N5BFgQafHY9N\nZjJZKmwWRYlAywocgSomzx4kNngRV7h+0ZoSAEEQcYVqCXWsIdi+Gi0VJzZ4gekLR5gd6cPmCaI4\n3QsWrbxhYZoWsfnFT5KR09O4pi+SDi9DEEUCbhvZbJ7snHRcFxSSgpM6c4p6c4IhsQ5DkEmbCh3m\nIOHOdQzHcliCSNicISW6yAgO2qtcrGoo7bwGj+4m6wiR8xduEMfkeZyRbmLt98GcxF8A1lY7GTvw\nCoHm5fgaOha899mRPkaO7CQzO03tqq00bXm4YocHhZthU6OPdfVenDf54FkSBTTdJKeXlo4jb+7g\n1IE9dK7egDRXcpDOmwUbs5tMJPMCovIaOLvDxczUOL3njtPUsbwYwc1/xy7bUg3cBxU902m+c2SM\nmWSWdHahJZsgijg7t+C761P4tn0CR8fmCmKDwqbsv398DfX+G1e3mcjp7O2bKa6BlmUxdOBVTF2n\n7f5nSwISAbZ3hHDdnkYEHx5yg8LZjM+h0BJwkMjqFS1XbG4f/qblRAcuMHXuMFgs2rG2HKIk4alp\nomrZBlxVDeTiM8QGLjDdfZzk5DCqy4dSZmTqtcmMJ7SijD3nrsM1dQ6wCr3aRAGPy4ae18nMXVtK\ndJFFpcaKUGNOMSzWYYkS9cY4/ZqH1rogk/EcNcYUPjPBuFTDnR0hqudELMmsxszFY8SbtmIpdkQt\njb9/L6maVeS9pffXGrBjm+knMzNBy91PVxBBYmKI/jd+Qmyop6iAdAYri+UVSWBNnYetTX58jptP\nJPNwqlKFl2OwqpaLp46Qz2vUNbeXzbTek5vUrohIolBUyAmCQG1TG6MDvcQiU9Q2thbnpjUTSVwq\n8v4gYmQ2y9f3DZIzLOoDDganEtftYSsKAtvag/z2A5037H7KGyZv9M6QKTs7n+4+TmZmgvYHP1Hc\nEAJsafZTc519Gm8hfLjIbR6KJNLkt+NUJKaSWimKkySCbasQJYXJ84fJRCbw1LUsSDcuBtXpxt/U\nRbB9NbLNQXJyiEj3CSK9p5FVO6rbhyRJ2GSRqfnFWJQAC9fU+YKKUiwsjNV+O6m0Vtzdx0UPpgU1\nVoRGc4x+sZEOc5CsDhEpQI3HhpmcodqaYVBt4fE1NciSiGlZnD19EiubIF1bOG/z9+7EEmXirSXH\nEbcq0eUXGTm4g8YtDxXr/PRclsH9P2f64jGc4bpij6jyG00QoDPs4u7WANWe9/4cSRQFTNMiM/dZ\nKapKJp3i0vlTdK6+o3izZvMmAZfynkjxHaqEZVG8JkEQaGjpJDgndBEEsfg5pXIGqixWqD+XcHsj\nks7ztb2Dxc3zhnoPTeY0Z6d1zGsUn4uigN9t4+mNTdzZslDA9k5QcCCZrejMMXPpLBOn99N895MV\n9b1dVS6W36ZO/3P4cJIbzCnsnApNfjuxjE66rAWOM1SDv3k5mdkpxk/tA0FY0PhPFMBtkxZ0whUE\nAYcvRKh9NcE59+zU9CijJ94gNnARh2yh2QPMZyfz7mqU5BSSkSPvKtVo3dUeoG8iWTyIjkp+spZC\nvTVFrTmJQaFmrlcvpA1MSaUmO4hRvZK1zYW6tMFYjty5NzBUD7lAM0piHHtssFCsXaaOXF/rZvLo\nL9GzGerW34OuaQwdfI2JMwdwBKpo3Pww4c61C87gGnx27m4N0BxwvK8Fyo7LordwTT2BcA2Bqsrv\nzDAtPO+RF55TFefUkXMiJlFElhWOvPEaM1MT1DSUzlASWQOHIl63c/sSbj0kcjpf2ztYVCAGHDLe\naB/pC2+xee0KemZyGIZ5RZKTMBGAhpCHjZ01zGR0NtR7boiH44XJFL2RMief6BRDB16javlG/E1d\nxfEqt3pbO/3P4cNLbvNQZZGWgANVEplK5ooHv5Ki4i06mBwmMdaPt6G9uMBbFJSR1W6VRr8dTTcX\nEJ0oybir6vE3deKpbSGXiBIbuIA0ehpMA1OxY8l2dGcQ3+B+NE8tplLIrUcyOne2+bk4nihGlgnJ\ni8+cJUACE5CwGJIbiGd1fH4HOXM32UAPA7m36Jk9Tk+0n+D0DOnGbYBAsPd14k1b0F0lVWhbwI7X\nTDFx+i3qtzxE9NJZhg+9hpHXaNr8MOGudci2ynx/wKGwrSXA8mr3LbEgi4IAQiHNBwVDY6fHy8Fd\nr+APVaPO+YdmdRO/U35PiFgQBNw2iZxuopWdCYZq6jm5fxcWFEsWoFBK4lSl29ph/cOOrG7yjX2D\njJYpENusSaZO7KF61RYaulZQ1f1zljXXYjj8RFMasihS+PkKyJLIMneWB6TzBJdtQJg/n9VNNtS/\nuzKA8XiWw8PlTv8GfbtfwBmspqGs24dTkbiv4/Z2+p/DNZGbcJ2FsLdtlWo8q3NoMEY0U3n4m0vG\n6H/zJQxNo+3ep3EEKs+bVElgQ4MXlyozEM0wFMssKv2dR2JiiOGBS+hj3SAI5Lx1yNkEopEnsvLp\n4rywU8YtCbx4ZKSi8Pru3CG8pMgisdOxGtO1E8u5DwkTQyxdu2jJgIlfuZMVYyF8epiZ5aUaGrcq\nsanBzaWdP8TQ80iqjVwiRtWKTVR1VbokADgUkbV1Xpr877wA+2bBsiwuTpT8MnU9z0/++W8I19Rz\n31O/UpznsUs0Bt47w1fTKhRvzxMvQCoxy86fPsf9T/8qHl8p5SQK0Bpy3DRXlSXcPOimxd+8NcT5\nyZLPa7WcQzz5Mv6mLurW38vI0d3ER/tY/tQXEUWRnG5gkwTOjKcYnM1hUyQEy6Tq9Ask69aTqSqY\nIIgC/MmjHYRc6pVe/qpI5nR+2T1dsSaNHN2NrmVo2vpYUeQkCvBgZ5iA8wNRqH1NC9QHOnIrh00W\naQ06EAWYLjMBllU74c5CBDN8bDfJiSG89a2Ic8omw4KR2YIV17p6Lyuq3fgdMoZlLWq9Y3P78Nc2\n0WNrxTQt7PFRJC2JYOYRc0k0Ty0IIum8SUvQQZ3PTvdEyZFkSKyj1pwkZR9iuPp/Y6n9IOaxhMoC\na0swsQSLjDHMqKOHXHAFbmUFMJeOrHOTHu0h2n8OUzeoXrmZpi0P4wrVVTyPLAqsqvGwrSVA4D1Q\nHb4TCIKAJAok5z5vUZSQFZXecydoaOnE7iwUpGq6hc/x3kRv89flscukNKMoKFBtdtpWrMPhdJPN\npJGVwmJS9KG0L/lQ3k4wLYvvHBnl5FjpHpWycTw9u6hevpHqlZsxDb1YQzYvxpJFkYeWhekIuzgy\nkijcV4KIoGuoyQmywYIgypr7b/U7MCvWDZM3+mZIl5l3Dx/ZSXy0j/b7PlYhINnc5KPWe/s7/c9h\nKS15OQRBoMpto95nZzqlVTTbdPjDeGqaiHSfYPrCMVR3oMKtJJ7VGYxm8DlkGnyF4u32kBOHIpHT\nK909JFFAliTGxSCZquVkgh3ImRnsiVFck+ewzY5gSQpRwc26Bg8OVeLSXNsbBIFB+ywjVT/CEnUQ\n3iZYFsASLBLmBQQkPPIKWj0iqeOvEu07g2x30fXIp3CF6yrFIkB7yMldrQFqvfZb3hfRLovE0iWv\nx0C4hr6zJ0CgQqWY00387+HuVBQEPDaZZLZk+CxJErlsmlef/xah2gac7jIfypyB1y7fMFPcJdw8\nWJbFD09NsG+glPITtAzh7l9g9/iLpuNTF48jiiK1a0s9/xp9drqq3ASdCmcmkszOOSnl3dW4xk+j\nO/yYtgKhjcZz3Nvqv65jAMuyODw0W9GtI9p/gemLR2ne9lhFTW9n2MmKmg9UofYSuV0JdkWiNejE\nsqxio1AA2eYg2LGWfCrB5LlDmKZRQQq6aTEUy5LOG1S5VWyyRMil0h5y0eAr+BDO7+I9qsRUOl9I\nF0gyuUAranKCnLsW0czjjPQiRgZIzMboaAiTRWUynsMSYxjhr2GJeS793RCD/zzG2I8nibwRRVQF\nnK0OMiNZev6qn5HvjzP+0hTxM0kcrSpZZy91MQtnXw+WZWLqGl2PfWbBuVqtx8bdbQFag87bpoCz\nYKpMhaly5+o7qGtux7Ks4neUNwoF1O/luYIoCnhsEvGsUSRfWVbwBkLsf/1n1DW1YXcUHGEMC9La\nHMHd4huKDzt+cTHCqxfL3IH0POGLr6A6XLQ/UKgZ01IJhg6+St367UUXHwG4qy2ATS4oZx2KxLGR\nuUbDgoianMQR7S+mJg1rrndblYtrRfdUiu7pkoBESycY2PcS4a4NBNtXFcfDLpWtLbe9gORyLJ25\nXQumUxqHB2MVdXEAmdkZxk+9ST6dpG7DdjzVjRX/7lQkNjf7qHZX1oqYlsVEIsdgNMPp8SRHR0vp\nDHV2GN/APiIrnsJUXCipKdyjx1GyMQTFzpRaywHbMUzPbhB0MiNZbNUqoiKSHc1x4auX6PyDFmxV\nKkbaQA0rYMHUL2eY3j3Dqj/tIpir4rMdf8ngvpcItK6kbt3dxdd3KCKbm27f+hbLsuibylSIe07s\n38X48EBFQ1ObLNJedeMbmr4dcnmT/kim4gx1oPssQ70XuPeJZyvmOlWRxoCN/X0z/PTkKBPxufZH\nbpVHV9XwyMqa22bj8UHEm/1R/vex8dKAZeHrfxO7NsuKRz9d7FvYt+dHGLkcXY9+uji1PeRkY2Op\nr6NpWXzltT4m52T6opYkdP5lou0PorsLKmqXKvGVxzuxXUP0NpHI8UZfqfmpaRgM7HsJuy9E3bpS\nGZBDEXm4K3xT/VffJyyduV0LnKpEa9BB3rAqxCaK3YG/aRnpyDhT5w6RjUfx1LWWIgTTYiCaQTPM\nijYVwlyaqtHvYE2dh0szmWJ0aNi92GOD2GZHyIY7MVUX2VAH7uaVuIQc5uwQ/aFXMMVCCkPxygjS\nXNSYNIi8GcPV4cTV5kB2zdk7mZDuzzBzcJa6j1SjKTot+Q6MWIKWe0oF26oksDLsxjAF4hmdRNYg\nmdVJ5gxSOYO0ZpLWDLJ5k1zeLCoB84aJbhQspUwTLKyKHc57uSMUBAG7LDCbMSrGLp4+gj9cjddf\nSMUYpoVTfe/l97Ik4FQl4mVm3v5QFY3ty8lrOfJ5DVlRyOkGLxwd5g9/cIIfHhvm2FCM/kiagZk0\n58YT7LwwyT/uvURG01lV7/sgLk63NE6MJvj24dHSgGni638D0dRZ/vAniueomegUU+eP0HzXE8XW\nT5IocFdroCJzIAgCsihweryw0bUkFTU+ii0xSjbUCRQyDl67TGvw6puylKbzRt8M5Zq23l0vYJkG\nzdseL96PogDb24N4PmBO/3NYityuFxOJHIeHYsUC3XkkxgcZOrQDxe6i9Z6nK5xJoNDDbHOTf1HF\n00w6z3/b0VtUM4nZWUIXf0Gs9R7y3lIrmo31LnYM/JLezP/CpNSEdPA7o0zvjWJpFo4WO8u/3IZk\nLyx2x3/rLEbOBAvqn62m7qPViMi0pbp4esWXcYZqi8/T5nfeFMssQSjcSKIgIAqFG3n+b2HR8co5\nV3/M4uTZP52p+I5e/eF3yGXTPPPZf1ecr0gCHVWO9yUdk8zqDEUrm1h2nz5K/8UzbHz4E/yXl84y\nEstUnPkuBpssEnCqfO8376QldO0pqyW8c3RPp/n6m4MVjiO+vt2oqSm8256lubZUajNydBeGnqd5\n66PFsRXVbtbULTzfyhsmf/yLnqJ9m5SJEejdSWTFU1hyIZMSdCr8yaMdVxQcGabFzp5pYmUdQUaP\n7SE6eJGuRz5dYW6+qdFHW2jxtmEfAFzTTb1Ebpchb5gcH4kXnPfLYOo6090niPSewtvQRt367RX9\nkAC6wi4a/DYymklSM0hpOqmcwbHRBN2R0vO5Ro+jZGLE2u8vuvt7bRIXE99jIPsDLv+YLdMi1ZMm\ncT5F7VNVCHLpuzVyJpG9UWwhFd+Gwo87rNXypa3fKc7x2mSafLfnD72cPOeJD8siW1ZfFp2e5MT+\nXdz7xLPFrt0AAaeMyyYtSqJXI88bgdmMzmisRHCWZbFv9w6+cU4gYSjXbNckCuBzKLzyu/dR6/vA\nqN1uSYzMZvnrNwYqNk6eoQPYo4Oklj/KlhUtxQxNcmKYoUM7Cmfac161qiTw5MrqK573vnphmh+f\nnSo998BbIAgkmu8sjn1xcz1bm3wLHmtZFoeGZhksW5diwz2MHH6dpq2P4q1vK45fnhb9AGKJ3N4N\nRmezFa105jFvMCwpKi13P4X9slY6i8EwLQ4OJ0qKSsskeP5lsoE20rWri/NGtG8znH3pis8z8K0R\nHA12qh+tfE3LtDjx78+z+s+6ULwyQaGOj8m/gyDJSLLMHevuQJUFpsaGkWQFWVZw+/w4nG7SqQSS\nJCPLCqJ0ezvZRyZGCVTVFMs4rgUCC6NJQSwRYIlUrxaNLh6dxtJ5JhOlVPdXfnaKA5emiR7+GalT\nv0Sb6se18n7Cz/yH4pzEiV8Qf+t5jFQUW+MqQk/9HjZfmK5qN6/87vbb+vu5lTGd0virPQNFVSOA\nOjuCd+gAsy1309neTq2nlJm58PN/weYN0nr3U8Wx9fVeuq4iCklrBn/8i57iOqDER/H372Vq1UdB\nLhBkg9fGlx9qW/A9d0+lODFa5vSfy9C78wUCbauoXl7q/hF0KjzQEfqgq3Gv6c29r5bQsWyUvcN7\niGajGJaB1+ZlS+02mrw3tgXE9UA3LVJzrXM6Qg4GollSZWITX0M7rqpGBve/TO+uF2jY9BD+xoUu\n++WQRIHOkJ3TE/Nyf5GMvxn35Fl0mwd7fBgplyDiGAAvV/zqLBNykwubI2KBqZnko3kUr4xNcSNK\nCqahI+bzKCJkM2kGus+i6zpGPk/HqvW0dK1i98++Ty6bQc/nCdXU8+BHPs2Rva8xPtSPrChIssID\nz/wq0akJes4cK461LV+DNxCm58zRImF6fAFCNfXEIlOYpoEsK0iKgsvtxTRNBEG4aYuzlsvy+k+f\nY+2W7axYv7Bv1pVgUVCrUdzk3Zz9WySZ49BAFMMSkN0hfHd/msylo1j50veZHThJbPd3qPm1/xsl\nWM/Mjr9n+if/g9rPfZWBSJpjQzE2Nt8YL8IllJDI6XzjzaEKYnNMd+MaP02s/QHs/qoKYpvpP4+e\nzdDx0EPFMaci0f42aUCnKnFvm58d3QUxSN5bjynb8Y4cJd5SEH6NxHOcnUixurZ09DGVzHGyjNhM\nXaf39R/iqW+tIDa7LHJXa+CDTmzXjPeF3E5NneCfT3+LvSN7kAUZzdCwsFBEBQuL5cEVfGHNb7C9\n8X6k69iFXwssyyKnm6Q0g5RmkMzphf/PpRAv70a9GGRVpf2+j5OcGmH02BtMXzhK07bHsLnLFFKm\niZaKk46Mk52dRhAlQtFZhNgoglm6iTyjRzFUN4biQrG3IwoXMdHIx3USZ5P4NngQVZH4mSTR/THa\nfquJ+OkkskfC0WTHzJmM/HAC2SVhr7MhIFLt7qSq+Q4kATpDHmRRwO50cc9jH1/wXp789L+t+GwA\n1my+l2VrN2PoOrqeR5JknG4PDa2d6HoeXdeRZAXLMsmkkkXCzGs5QjX19J49zszUOHo+jyiKPP6p\nX+fiycOcPLinQHiyzPYnPoFis3Pg9ZfmyFGmuXMlLV2rOH34TQxdR1YUHC4P7SvWMjM5RioZn3u8\nQqi6DssyyWUzxcc3tHRy5sg+OldvqEhP3gp46dQI88TpXF5YyHLjPRj56eKcTO8hnCvuRa1qAcB3\n92cY+cYXyUfHEIJ1/MOePv7m85ve82v/ICObN/hf+4aKSkYANTaEe/QYydp16M4gHcFSOti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2QEFarnfajzUaJTQ+TiYZRCDsloRrrJhl1Vh5xa1IEMpwtMx3IMhdIMBJJMRLLMxXOEUnliWYXM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RPi3ILUorbjWMjQQH5Lk5y+NRQ7iUMK1qKSf6QoiiRiieJtJ+GC0RATTGBrrw1M0Csgv/4FiS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\nlv5q3QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x121bf9eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Draw network with edge color determined by weight\n",
    "nx.draw_networkx(\n",
    "    G, weighted_pos, width=8, node_color=node_color,\n",
    "    edge_color=edge_weights, edge_vmin=0, edge_vmax=6, edge_cmap=plt.cm.Blues)\n",
    "# Draw solid/dashed lines on top of internal/external edges\n",
    "nx.draw_networkx_edges(G, weighted_pos, edgelist=internal, edge_color=\"gray\")\n",
    "nx.draw_networkx_edges(G, weighted_pos, edgelist=external, edge_color=\"gray\", style=\"dashed\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The DiGraph Class: When direction matters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5XFhYWKCoqAi+vr4oKiqCXC7HkSNHquiqqY8RGBgIc3NzxMbGYufOnaX26+jo\nlHqap6qHxie3oW3fDXLMCTuCN2uHQHjnBPIjr+LN2iHICTsCLW0DmA3+Htk3DiBh4wiI3z5XGjBJ\nB0s2PKGhoRg+fDjMzMxgYWGBbdu2wdHREWfOnIFYLMbDhw+xcOFC6Omp/tKjahA3UPaTG6C8OkCn\nTp1w+PBh6OjoqFy9vaTdbv78+YiLi1PMYBIcHAy5XP2ed1TVyM7OhoeHB77++mtMnjwZhw4dwrJl\ny0o9RZuYmKBfv361FGXDovHVkqa6XMWgV8Ouo8scMMm3d4PNlB2lttPBkg2DSCTCnj17cPDgQTx6\n9AhFRUVo2rQpxo0bhzlz5ih17lBHeePcVM1CAhRPw3Xv3j3F/0eMGAF3d3f07NkTSUlJiu0MBgOe\nnp4ICQnB3r17UVhYqNgnl8tx//59dOjQoVLxUh9v165dmDVrFszMzBAREYHr169j5MiROHjwIHr3\n7o22bdsiIiICXC4Xy5Yto8th1ZAG8Vv+lEGvLBA4SuORmJio+HZMaYZXr15hxowZsLe3h7a2NhYu\nXAg2m42tW7dCLBYjJiYG69atq3RiAyqeoUQVVUvfWFtbIysrCzY2NtDWLp4NXldXF82aNcOoUaNK\nHauwsBAnTpyodLxU5WVkZCh6xs6YMQMxMTHYuHEjdu3ahdu3b6N37+LJIsLDwzFz5kzw+XyMHq36\nyzVV9RpEcvvMzhCL+zuDz67c5fLZTOi+vID5Xw+Fg4MD+Hw+nJ2dMXz4cPz6668IDg5GbGwsrQaq\nJ0o6afTt2xcGBgZwcHBAUFAQunbtirt376KgoAA3b97ExIkTwWZ/Wgeij01uHy5a2rVrV+jr6+PN\nmzfYvn07tLW1IRKJsGvXLpVPgFKpFMeOHfuk2KmKbd26FVZWVkhPT8fTp08xf/58eHl5QSgU4tat\nW2jatKmiLJPJxPr16/H8+XM6L20NahDJDUClB0tytRiQPwjC98O7gsPhQCwWQywW4/nz5zh+/Dh+\n+OEHjB49Gi1btoSxsTGKiopq5kKoSsnMzMRPP/2EVq1agcPhYNiwYXj79i0WLFiArKwsJCcn48CB\nA2X2XvtYZbW5ldehxNLSEiKRCFlZWQCABQsW4OnTp7h16xaYTCbGjRuH8PBw9OjRAxEREdDW1lb5\nYZmamorY2NgqvR6qWFpaGtzc3DB79mzMmzcP8fHxyMrKQocOHeDr64tjx44pTaFWgslkwsTEpBYi\nbrg0vs3tfWM87NHa1hDbrsXg6vN0yGRSSMm7/M5jMUFQ3MY2xFkXPiv3YPSFQPB4PMhkMqWBmRKJ\nBBKJBHw+H1999ZXKhSWp2hHHS33VAAAgAElEQVQeHo6NGzfi8uXLSE1Nhb6+Pjp37owVK1Zg4MCB\nNdLm8TFtbgwGA46Ojnjx4gXy8vKwbt067Nu3T2leU1dXV5w/fx4pKSmIjIzE06dPsXfvXsUYOAaD\nAYlEgrNnz2LGjBnVdn0N0caNG7FgwQLY2dkhOjoazZs3x+7du7F48WLs27cPn3/+eW2HSL2PEFKZ\nH40hyBWRvvPWkvaztpAJf9wjc488JDuuxxBBrkhRxsbGhqC4s6TKHwaDQVxcXIhYLK7FK6HEYjHZ\nuXMn6dy5M+HxeITBYBB7e3syc+ZMEhMTU+PxSKVSwmQyiUwmK7UvMDCQjB07tszXjho1imzbto3w\n+XwydOhQtc7n5+dHDhw4QORyOUlISCDnzp0jCQkJHx0/pezt27ekZcuWhMlkkiVLlhBCit9z06ZN\nI87OziQ6OrqWI2xw1MpXDTa5SSQSwuFwiJmZWZllJk+eXG5yYzKZ5N9//63BqKkScXFxZO7cuaRp\n06aEwWAQLpdLPDw8yNatW0lhYWGtxpadnU309PRU7jt+/Dj58ssvy3ztjz/+SExNTYmtra3K5KhK\nixYtyIMHDz4qVqp8q1evJiwWizg4OJDY2FhCCCEpKSmkS5cuZODAgSQnJ6eWI2yQ1MpXDabN7UPr\n16+HRCJBZmYm0tPTVZbp16+fyqqlEjweD0OHDsWdO3eqK0zqP3K5HCEhIRg4cCCMjIxgb2+PQ4cO\noX379rh58yZEIhFu374Nf39/8Hi8Wo21rCpJoPw2NwAICwtDRkYGbt++rVb1qUQiwatXr0pNsEx9\nmsTERLi4uOD777/HkiVL8PLlSzRp0gTh4eFo3749evbsiZMnT5b7+UDVMnWzINGgJ7c3b94QbW1t\nAoCwWCzyyy+/qCyXkZFBOByOyqc2IyMjkpWVRf7++29ibm5OVqxYQaRSaQ1fiWbLyckhP//8M/ns\ns88Ii8UiTCaTuLi4kCVLlpC0tLTaDq9MT548Ia6urir3Xbt2jXTv3l3lvjNnzhAGg0Hs7OzUPldk\nZCRp3rz5x4RJlWHFihVES0uLODk5kfj4eMX2wMBAYmpqSoKCgmoxOorQasmy+fj4EC0tLUWisrGx\nIXK5XGXZZs2alUpsXC6XpKenK8okJCQQLy8v0r17d/LmzZuaugyNFBERQb766itiZWVFABBdXV3i\n7e1Njhw5onY1XW0LCwsjHh4eKvfdu3ePtGvXrtT29PR0wuVyyYgRIwifz1f7Wo8ePUq++OKLT4qX\nKhYXF0eaN29OtLS0yM8//6zYLpFIyJw5c4iDgwN5+vRpLUZI/YdWS6oSHByMmzdvKvV8zMnJwc2b\nN1WW79evn2L6Iz6fj+bNm8Pd3V2pm7etrS0uXboEHx8ftGvXDn///Xf1XoQGkUql2L9/P7y8vKCj\nowM3NzdcvnwZAwYMwLNnz5Cbm4uLFy/Cz8+v3szsUF61ZFnj3Dw9PWFtbY1Dhw7B2NgYCQkJap0r\nMjISLVu2/KR4qeIFRps1awYOh4M3b97g22+/BQAIBAL4+PggOjoa9+7dQ4sWLWo5Ukpt6mZBogFP\nbvn5+cTc3Fxlr8chQ4aofE1wcDDhcrmEz+eT/fv3E4lEQvr3708mT56s8mnvzp07pGnTpmTq1Kkk\nPz+/ui+pXkpKSiILFiwgzZs3J0wmk3A4HNK2bVuyYcMGjfidHT16tMyejrGxscTe3l5p24QJEwiH\nwyHJycmEEEJ69uxJzp8/r9a5hgwZQg4fPvxpATdgMTExpGnTpoTFYpF169Yp7Xv48CGxt7cnixYt\nok0OdQutlvzQ//73P8Ln81W2ofF4PJKZmVnqNTk5OcTZ2Zlcu3ZNsS03N5e4ubmV2VaXk5NDRo8e\nTVxcXMijR4+q7Xrqk8uXL5PBgwcTY2NjAoAYGxuTwYMHk0uXLtV2aFVu165dZOLEiSr3paamEnNz\nc8X/g4KCCIPBICdPnlRsmzZtGtm8ebNa53JyciKPHz/+tIAbqG+//ZYwmUzSunVrxReLEocPHyam\npqb0i0PdRJPb+1JTU4mWlhbh8/mEzWarTG4bN25U+3iJiYnEzs6OHDlypMwy+/fvJ6ampmTTpk1l\ntulpqvz8fLJ+/XrStm1bwuFwCJPJJM2bNycLFy4kSUlJtR1etVq7di2ZN2+eyn25ublEV1eXEEJI\ncnIy4XA4ZNKkSUplNmzYQGbOnFnheQoLCwmPx6PjLCspOjqaNG7cmLDZ7FJfIqRSKVm4cCGxt7cn\nDx8+rKUIqQqola8azAwlpqamuHjxIpKSkpCamorTp0/j1q1baN++PdLS0pCZmYnw8HC1j2djY4Pg\n4GB4e3vDxsYGXbp0KVVm7Nix8PT0xKhRo3D+/Hns27cP5ubmVXlZdUpUVBQ2bNiAs2fPIikpCXw+\nH+3bt8fu3bsxatQosFgN4+1WXpsbn89HQUEBZDIZPDw8YG9vj927dyuVcXJyQkhISIXnef78OZo0\naUJnx6mE+fPnY+PGjXBzc8P9+/dhamqq2JeVlYWRI0eiqKgI4eHhSvuoekjdLEjq+ZPbh2bNmlWp\nLtdlOX/+PLGwsCAvXrwos0xRURH59ttvibW1tdptKfWBTCYjR44cId7e3kRXV5cAIFZWVuSrr75q\n0N96586dW6r95n0lvSJ5PB4RCASl9sfExJBGjRpVeJ5Dhw6pPYtJQ/f06VNiY2NDOBwO2bFjh8r9\nDg4OZM6cOaSoqKgWIqQqgVZLlmfw4MGkVatWVXKs3bt3EwcHhwrHXl2+fJnY2tqS//3vf/W2Kik9\nPZ388MMPxMXFhWhpaREWi0Xc3NzIzz//TGdr+M+ECRPI7t27y9yvo6NDGAwGCQkJUblfKpUSHo9H\nCgoKyj3P999/T3788cdPilXTyWQyMmvWLMJkMkmHDh1IRkZGqTJBQUHE1NSU/PHHH7UQIfURaHIr\nj6enJ+nVq1eVHe/7778nnTp1qvADKT09nfj6+hJ3d3fy/PnzKjt/dbp58yYZPnw4MTMzIwCIoaEh\nGTBgAAkJCak3Y89q0pdffkmOHTumcl98fDwBQL7++utyj+Hq6koiIiLKLePr60uOHz/+0XFquoiI\nCGJlZUW4XC75/fffS+2XyWRk6dKlxM7Ojty7d68WIqQ+klr5qn4MHKoGAoEAlpaWVXa8gIAA2Nvb\nY/z48eWu72ZqaoqTJ09i4sSJ6Ny5M/bt21f8LaMOEYlE2LZtGzw8PMDj8dCtWzfcv38fo0ePRlxc\nHLKysvDPP/+gX79+9WbsWU0qq81NLpfD09MTHA5HMY6qLI6OjqXWdvsQHeOmmlwux7Rp0+Dm5oYm\nTZogLS0NEyZMUCojFAoxePBgXL58WTGlFqVZGuwnU3Z29ketsFwWJpOJffv2ISUlBd999125ZRkM\nBvz9/XH16lWsX78eI0eORHZ2dpXF8jFevXqFmTNnKlal/t///gcWi4XffvsNIpEIr169woYNG9C4\nceNajbM+KCu5DR8+HJmZmXBycipz2ZsSqlblfl9BQQGSkpLg4ODwyfFqkvv378PKygqBgYHYv38/\nwsLCSt2LFy9eoGPHjrC2tsaVK1dgYWFRS9FS1anBJrf8/Hyl1XKrApfLxd9//42TJ09ix44dFZZv\n2bIl7t27B1NTU7Rp0wa3bt2q0njKI5fLcfLkSfTr10+xKvWJEyfQpUsXxarUoaGhmDRpEu2NV0mq\nktsff/yBoKAgnDlzBnp6euVOngyoXpX7fVFRUWjevHmD6YFaEblcjgkTJqBDhw5wdnZGeno6xowZ\nU6rcmTNn0KVLF8ybNw/bt2+n721Npm79JdGwNjctLS1y9erVajl2TEwMsbS0JGfOnFH7NadOnSIW\nFhZk+fLl1TYbQlZWFvnpp59Iq1atiJaWFtHS0iItW7Yky5cvV9nQTn0ca2trpfXUXr16RVgsFlm4\ncCEhhBBvb29y4cKFco8RGhpKOnToUOb+wMBAMnLkyKoJuJ67c+cOMTU1JXw+v8xxp3K5nKxcuZJY\nW1uTsLCwGo6QqmK0Q0lZZDIZAUBSU1Or7Ry3bt0iZmZmlVpnKzExkfTs2ZN07dpVaTbyTxEeHk5G\njx5NLCwsCACir69P+vbtS4KCgmhnkGqiq6ur6Dkqk8mIhYUFadOmjWL/oEGDlGYkUSU9PZ0YGhqW\nOfh/wYIFZMWKFVUXdD0kk8nI2LFjCYPBID179ixz6rbc3FwydOhQ0qFDB5KYmFjDUVLVgHYoKUtK\nSgoAVOuA6k6dOmH79u3w9fVVexJcGxsbXLx4EZ9//jnatWuHEydOVPq8RUVF2LNnD7p06QJtbW10\n6NABoaGh+PLLL/HixQvk5OTg7NmzGDx4MO0MUg1kMhkKCgqgq6sLAPD19UVeXh5u3LihKFPW5Mnv\nMzU1BZPJLHOtwYbemSQ0NBRmZmb466+/cPz4cVy+fBna2tqlysXGxsLT0xO6urq4fv06bGxsaiFa\nqlaomwWJBj25Xbp0ibBYrBo515o1a0irVq0qPQbs7t27pFmzZmTSpEkkLy+v3LLx8fFk3rx5pFmz\nZopVqTt27Ei2bNlS66tSNzTvr8K9bds2wmAwSGhoqFKZiRMnljsOroSHhwe5ceOGyn2NGzcmL1++\n/PSA6xmJREJGjBhBGAwG8fHxKff9feHCBWJubk62bNnS4Ka/03D0ya0sMTExNbZa8/z589GlSxcM\nGzYMEolE7dd16NABDx8+RFFREdq1a4dHjx4p9snlcpw9exa+vr4wMjJC48aNcfDgQbi7u+PGjRsQ\niUS4c+cOZs6cWeurUjc0OTk50NfXR1RUFGbNmoUffvgBnTt3ViqjzpMbUHaPydzcXKSlpaFJkyZV\nFnd9cO3aNZiZmeGff/7ByZMnce7cOZXvb0II1q1bh7Fjx+Lo0aOYOXOmYtkqquFokF2tYmNjFdVG\n1Y3BYGDz5s0YNGgQ/P39sWvXLrX/0PT09BAYGIg///wT3t7e6NSpExITExEZGQmZTAZHR0f4+/tj\nzpw5Gj1nZX0iFAqhp6eHrl27ol27dvjpp58AAII8MU78m4joFCHua7dDlIAJzvVXGNbWFia6XJXH\nKqvH5LNnz+Di4gItLa1qvZa6QiqVYsSIEQgKCkL//v0RFBRUZi/HwsJCTJ48Gc+ePcPdu3fp0JUG\nrEEmt8TERBgaGtbY+VgsFo4ePYpu3bph9erVFQ7gLfHkyRNs2LAB58+fR0ZGBkJCQmBkZIQtW7Zg\n8uTJtM2sDhIKhUhOTgYhBFevXkVEQja2XovB9RfFbWdiqRxgmAASYOOlF9hw6QW8nMzg390Bn9kp\nvycdHR2xf//+Uud4+vRpg1k08+LFixg6dCgIITh79ix8fHzKLPvmzRsMHjwYTk5OCA0NVdkGRzUc\nDfLTMTk5GSYmJjV6Tl1dXQQHB2P79u04cuSIyjJSqRQHDx5Ejx49oKOjg9atWys6mDx9+hQikQjT\npk3D8uXLcfHixRqNn1JPYGAgcnJycPnyZfwVkYoRu+/gYlQqxFJ5cWJ7j+i/bReeFZc7eCdOaX9Z\n1ZINoTNJUVERBg0aBB8fH/Ts2VOxInZZrl+/jo4dO2LUqFE4dOgQTWxUw3xyEwgEcHR0rPHzWltb\nIzg4GL169YKtrS26dOmC5ORkbNq0CX///TdiYmLAYrHQqlUrBAQEYNq0aaX+SFesWAFvb2+MGzcO\nw4YNw6pVq8Dlqq7WomrWkydPsHv3brRo0QLRUlOsDIlCoaTsqdhKEAIUSmRYGRIFABjjYQ8AcHBw\nwOvXryGVSpUGa0dGRqJXr17Vcg11QUhICPz8/KClpYWLFy+We62EEGzduhUBAQE4cOAA+vTpU4OR\nUnVZg0xumZmZsLW1rZVzt2rVCgsWLIC3tzf4fD6ys7NhbGyM7t27Y9u2bWp9aHl5eeHhw4eYNGkS\nOnXqhMOHD8PJyakGoqfKUlRUhG7dusHBwQEuXfpiZUg0CgrFyLiwDaK4R5CL8sAytIRR9/HgN2uH\nIsEbZASvhzQrGQDAsXSAUe+pWBnCQGtbQ7S2NQSPx4OVlRVev36N5s2bK86lqdWSIpEIQ4YMwblz\n5zB06FD8+eef5c7AIhaL4e/vj3v37uHWrVto1qxZDUZL1XUNsloyNzcX9vb2NXa+goICbNy4Ee3b\ntweXy8W3334LAwMDEELw+PFjZGRkICgoqFLfxk1MTBAUFISpU6eiS5cu+P333+vcBMwNibe3NwBg\n4sSJSNRvAZFUBiKXgaVnCstRv8Bu3lEYdhuL9FOrIc1OBUvXGGZffAfbuUdgO+dP8Jt3hODUrxBJ\nZdh2LUZx3A+rJrOysiAUCqt0XtS64NSpUzA1NcWdO3dw7do1HDt2rNzE9vbtW3Tv3h3Z2dm4ffs2\nTWxUKQ0yuYlEomqfcPb58+eYNm0aGjVqBF1dXSxevBg6OjrYtWsXxGIxUlNTMXPmTEydOhWFhYUf\ndQ4Gg4GpU6fi+vXr2LRpE/z8/JCVlVXFV0JV5Oeff0ZYWBiuX7+OjPwipGmZghCAyeHBsOtosAwt\nwGAwoe3QASwDC4hTYsDk6f63vbjnLIPBhDQrGYQAV5+nIyNPDKB0j8nIyEi4urpqTGeigoIC9O7d\nG4MHD8agQYMgEAjQrVu3cl9z+/ZttG/fHgMHDsSJEydqrOczVb9oxl9IJUkkkiqvxpPL5Th+/Dh6\n9+4NPT09ODs74/Tp0+jZsycePHiA/Px8XLt2DePHj1d8Iw0ICECTJk0wbty4cpfJqYirqyvu3bsH\nKysrtGnTBqGhoVV1WVQF7t+/jx9++AFr165F69atEVlQ9getLD8LkswkcMzePXW92eCHN2sGI/Pi\nTuh3GgYAYAA48SARQOmlbyIjIzWmSvLEiRMwNTXFw4cPERoaikOHDlWYtPfs2YNBgwZh586dWLx4\nMR2/RpWpwSW3vLw8EEKqZACsQCDA0qVL0aJFC3A4HIwaNQrp6en4/vvvkZOTg7dv3+KPP/6Am5ub\nytczGAzs3bsXqampag8PKAuPx8OmTZvw22+/YejQofjxxx8hlUo/6ZhU+UQiEXr16oWePXti3rx5\nAACBlAuZij8rIpNCcHotdFv1AtvETrG90byjsJt3DMZ9poFjUVy1JpLKEZ2cC6B0taQm9JTMy8tD\njx49MHz4cPj5+SEtLQ2enp7lvqaoqAj+/v5Yu3Ytbty4gQEDBtRQtFR91eCSW1RUFJhMJrKyspCX\nl1fp19+6dQsjRoyAubk5zMzMsGXLFjRt2hSnT5+GWCzGo0eP8N1336lcz0sVLpeLkydP4vTp09i+\nfXul4/nQgAED8PDhQ4SFhcHLywvx8fGffExKNS8vL7DZbJw9e1axTSQr/SRBiByC4HWAFgvGvaeV\n2s/k8KDbph8ygtdDll+8rp9QVDybzYfVkvW9M8nhw4dhZmaGyMhI3L17F/v27avwaS01NRXe3t5I\nSEjA3bt34ezsXEPRUvVZvUtugjwxdlx/hblHH2JCYDjmHn2IHddfKdooKvL8+XOw2Ww0b94cS5cu\nrbB8UVERtm/fDk9PT/B4PHTp0gXh4eGlVqXu37//R7eDGBsbIyQkBAEBAQgJCfmoY7zPysoK58+f\nx6BBg9C+fXscO3bsk49JKVu2bBnu37+P0NBQpY4PcrHyIqSEEGSEbIYsPxtmg78HQ6uMThKEgEjF\nkOVmAAD0eWwAxZNp5+TkQCgUAqi/T25CoRBdu3bF6NGjMXbsWKSkpKi1+vX9+/fRvn17eHl54dSp\nUzAwMKiBaClNUG+GAqic6eE/PFZKuTM9vO/69esQi8UQi8X466+/sH79+lJlYmNjsWHDBgQHByM+\nPh5cLhfu7u7YvHkzvvrqq2pZ4LBp06YICgrCwIEDceHCBbRp0+aTjsdkMrFgwQL06NEDo0aNwvnz\n57F582bo6OhUUcQNV1hYGAICArB169ZSTxEkKwlsMxeUDG/LPL8VkowEWIxYASb73XjEwtcPocXX\nB9vcHkQiRvaNA2DydME2tQOPxYSzlR6A4vvYvHlzvHz5Eo0aNYJYLIa1tXWNXWtV2L9/P6ZMmQIj\nIyPcv38f7u7uar9u/vz52LlzJ4YMGVLNUVKahlHJ7uO10tf84J04rAyJLu5eXU4EDAbAY2lhcX9n\nxUDY9124cAGff/65oi2Kx+MhKioKjRo1QnBwMHbs2IGwsDAIhUJYWFigV69emD17Njp27FhNV1ba\nX3/9hTlz5uD27duws7Or+AVqyMvLw6xZs3Dr1i0cPnxY7Q8XqrS8vDxYWlrCy8sLwcHBpfa7uLWH\n9PMfIZED0pw0JG2fAGixwWC+mwfSuO8MMLTYyL5xELJcARgsDrjWjjDsPh4c8ybgspi4tainYs5J\nPz8/DBo0CNbW1li8eDHCwsJq7Ho/RXZ2Nvr164fwJ9HwnrwYTh17IVcshT6PBWdL/TLn1ZRKpViw\nYIFiguT6+KRKVSu1ehHV+eRWnNjUm+mhBJ/NxOL+LkoJ7vjx4xg/frxSt3s2mw0zMzOkpaWBEAJn\nZ2cMGzYMs2bNgrGxcVVeRqWsW7cOgYGBCA0NVbvtTh1HjhzB7NmzsWjRIsybN09jupPXJHd3d7x9\n+xZv375V+fuzsbFBr2VHcDNOWO4XsbIwGICPqwV2jGmn2LZkyRIwmUyYm5vj8ePH2Llz56dcQo3Y\ns2cP5v60AcZdRoDbxB1MJvOD2hYmCFCqtkUgEMDPzw8sFguHDx+u1b9Dqs6q/8ktIiEbI3bfQeqd\nk8h/chlF6XHQcekO0wHzFGVyI85DePsEZPlZ4Nq6wqT/HLD0TMBna+HoFA+0tjXE7t27MWfOHJXj\nyQwMDLB371588cUXdebDnhCCmTNnIiYmBsHBwWCz2VV27Li4OIwaNUqx4oClpWWVHVvTLVq0COvX\nr8fz58/RtGlTlWX09PRwPjwaE/98gkKJrNLneP99W+LgwYM4c+YMDA0N4eLigtmzZ3/0NVS3zMxM\n9OnTBy/kFjDrMxVyppbatS2t+Dn44osvMHz4cKxatarBrHpAVZpaya1ufJqXYeu1GIikMrB0TWDg\n6Qfd1r2V9oviHyP7+n6YffkD7OYeBsvQAoLTa4r3SWXYejUGfn5+5Q6UFolE8PHxqTOJDSgeIrBp\n0yaw2Wz4+/tX6cwj9vb2uHHjBjp27Ig2bdpUSQeWhuDKlStYs2YNdu3aVWZiK1mF28PRCov7O4PP\nrtx7qrjGwVkpsQHvekzW9c4k27dvh6WlJdL0nWDVfwZkjPITG/BuXs3lp5+i78yV+Pnnn7F69Wqa\n2KhPVmef3AR5YnRefUWpKiPrxgHIhALFk1vWld8hlxbBpM90AIA0NwNJW8fDeupusI2sQKRFSNr2\nNWQFOYpFDUUikdJ59PX1ceDAAfj6+tbQlakvLy8P3bp1w7Bhw/Ddd99V+fFv3LiBMWPGYMiQIVi9\nejWdgLkM2dnZsLa2Rv/+/XHixIkyy+Xk5MDOzk7Rs7Gq2opzcnJgY2MDDoeDqKgoWFhYfOolVam0\ntDT4+Pjg8ePH+Hr+jwh+koysRxdL1bSIk6KRffMgilJiAAYTvEatYNR7Kli6xVWPXC0Gjk/zLJXc\nKeoD9fvJ7cS/ieoVVPrUKP63JL14bBeXy8XWs/9CKBTiypUr2LhxI5hMJuzs7MDn88Hn81FYWIhT\np05VcfRVo2SZnB07duDw4cNVfvxu3brh0aNHSEhIQMeOHREVFVXl59AEXbp0gbGxcYVDKnJycpS6\nqo/xsMfRKR7wcbUAl8UEZMorsXO0GOCymPBxtcDRKR4qExtQXHWura0NQkidW5R206ZNsLGxQXZ2\nNqKjo8Fs1Q9ybSOVNS1yUR503frCZvpe2PjvBYPDR8aZjYr9RXKiNK+mKoQQpKWlVcu1UJqlzg4F\niE4Rllr/6kO8pm0hOPUr9Nr0A8vIGjlhRwAwQKTFY96KZATRybnQ69YMnTp1QqdOneDv74+TJ0+i\nTZs2SEhIwOPHj+t0u9OHy+R07dq1So9vbGyMEydOYM+ePejWrRtWrVqFSZMm0WmN/jN79mw8f/4c\nr169qrDqWigUluoA1NrWEDvGtIMgVwSX/l/BtqUHMnILIBPlYvyX/TF7YIcyV+J+n6WlJRgMRp25\nLykpKejTpw8iIyPx7bffYuXKlRDkiXH9xRVoOxbPNiJOiYFMIlC8ht+sndIx9NoOQOqf72ok3p9X\n88PfSVFREY4dO4YVK1bg1atXKCoqqjO/i/rm/VXhhaKKe6/WV3U2uQlFFU8dxbd3g2GXUUj/exXk\n4kLot/cFg8uHlt67hUhLZnoAirsYy+VyODs7g8FgoFGjRvVidvVWrVrhzz//xLBhw3D9+vUqnxeT\nwWBg8uTJ6NKlC0aOHInz589j165dDb6n2tmzZ/Hbb7/h0KFDar1PVCW3EqIcAQofBqObuwU2H9oM\nJpOJXrP7qf1hoqOjUy3jKz/GmjVr8P3336Nx48aIiYlRTGWndm3Lf8QJkWCbKv9eS+bVnNqteCqy\n9PR0bN26FZs2bYJUKkVeXh7YbDZNbB+hqsYK1xd1tlpSn6de3tVrOwA2U3fDbvZBaDt1BuQysM3s\n3zvOu56Gr169AoPBqJer9Hp7e2PVqlX4/PPPkZ6eXi3ncHFxwZ07d2BnZ4c2bdrgxo0b1XKe+iAj\nIwNDhgzByJEjMXLkSLVeU15yi4iIgKGhIeLi4sBgMCCXy8ttv/uQXC4vdwmYmpCYmAhXV1d89913\nWLJkiVJiA9SrbSlRlPYaOWGHYdTja6XtJfNqRkREYOTIkWjUqBFWr16N7OxsxXR5fD6/6i6qgTh4\nJ+6TVoWvj+rsk5uzpT64rBSIpXIQuQwo+SFyEGkRwNQC5DJIst6CbdoYMmE6Ms5ugV47X2jximdm\nf3+mBwCIjo6u0m71NW3ChAl4/fo1fH19ceXKlWr5I+fxeNiwYQN69+4NPz8/TJo0CcuWLav1D9aa\n5unpCQsLCxw4cEDt12L/p6QAACAASURBVFSU3FgsFq5cuaLo/bpnzx4EBASoNaVUTk5OrT6trFy5\nEsuWLYODgwNiY2NVPsmqU9sCAJKst0g7tgxG3lPAsyvd+/PwX6ew6cTyMnsJM5lMXLt2DVZWVrC2\ntoaenp7Kcprq5MmTuHz5Mn766ScYGRlVWH7fjeeYN2c28mIfllo0V5qdiqQdE8Fg8xTl9T2+xEqM\nBoAy24Hrgzr7iTW0rS02XCqeDT0n7Ahywt51qMiPvAqDziOh334QBKfXQpqdDAaHD91W3jDsOkZR\njgAY6v5uxe2YmJh6/63vp59+QmxsLMaOHYtjx45V2xCG/v374+HDhxg/fjy6deuGP//8s0YXeK1N\nU6ZMQVxcHOLj4yv1+/2wQ8n7IiIikJOTo7S0kVQqxdKlS7Fp06Zyj0sIQWJiIsRi9eZPrUrx8fHo\n3bs3YmNjERAQUG6vXXVqW6Q5aUg9/AMMOo+AbsueKstoswgYDEaZyS0nJwfe3t6Qy+WKMgwGA1pa\nWmCxWOBwOOByueDz+dDW1oaOjg709PRgYGAAAwMDGBsbw8jICGZmZjA3N4eFhQWsrKxgZWVVL2p1\nrly5gu3btyMwMBABAQHw9/cv80t7REI2fgmJAnRMYDnqF2gZmKHw1X2kn1oN6wm/KcrZzTuqNItO\noUSOlSHRilXh66M6m9xMdbno7miGi1GpMOw6GoZdR6ssZz3xN5XbGQygh5OZUptGfHx8lc74URtK\nlsnp06cPFi1ahDVr1lTbuSwtLXH27Fls3LgRHTp0wObNmzFixIhqO19dcPLkSezZswcnTpyodEej\n8p7cHj16hJycHKUPbIlEgl27dmH27NnlriSdmJgIXV1dJCcnQywW19iQjR9//BErVqyAk5MT4uLi\nYGtrW275ktoWUZFEZU2LLD8LqYe/h17bAdBr01/lMXgsJuZNGwuvZSMxbdo03Lt3DwUFBUpl3Nzc\n8ODBAwDF1bVCoRBJSUlITU1Famoq0tPTIRAIkJmZiaysLGRnZyM3Nxfx8fHIz89HQUEBRCIRxGIx\nJBKJoi3+w0TJZrNVJkp9fX3o6+vD0NAQxsbGMDY2hpmZGczMzGBpaalIlNV1nzIzMyGTyZCbm4vF\nixdj3bp12LlzJ/r161eq7NZrMShispU+P99fNJdrWfaizSWrwr8/W059UmeTGwDM8HLAzZeCj5rp\ngcfSgr+X8o1LTEyEoWH9/BbyPi6Xi7///huenp5o0qQJ/P39q+1cTCYT33zzDby8vBSdTTZv3qyR\nVUEpKSnw8/PDhAkTPmqi3rKSW0FBAeLi4lQ+iUgkEsyYMQPnzp0r87glg7cTEhLw6tUruLq6Vjq2\nynj9+jW8vb3x5s0brF69GvPnz1frdUPb2mL9xedl1rSAwYA0OwU5oX8iJ/RPxf5G89+1PZbUtpjo\ncnH16lVcvHgRU6ZMQXp6OvLzi1dceP93zGQyYWhoCENDw09eCkgulyMzMxPJyclISUlRSpRZWf9n\n77zjmry+P/4JSSDsjSCKKAqCgqCgDFEUcEAV98a9tRW1tbbo19Wqta1bVLB14Z6IolgVcFJRkCWI\ngiAiRPaGkOT+/uCXlJgACQYQzPv1yh95nvvc5zx5QU7uueecTyEKCwv5Cg1v374VcpRsNhtsNhsc\nzn/fV3JyciIdpbKyMt9RqqurQ0NDA5qamtDW1uavKPX19fmvuiuzwsLC/z7b8nKUl5dj4sSJsLGx\nwaFDh/ifQ232aq5QjaUo0dwsvzkAhQKGsQ00h8wBVUm9wezVtsAX7dz6dNaAr0fPJvaWFO70wGQy\nv7g6oabCk8lxcnJCly5d4Onp2az369u3L54/fw4fHx/07dsXZ86cga1t2/xFJwoulwsHBwcYGRnh\nyJEjTZqjpKREZLPrhIQE0Ol0sFgsoXMcDgcPHjxAREQEBg8eLHJenoaboqIiXr161azO7eeff8Zv\nv/2GXr16ITMzU+zVKyEEN6+cR2VaOjQGTq030qIxcFq9c4iKtri7u+P169fw9/fHTz/9hPLy8mb7\ngSonJwcdHR3o6OjA0tLys+bicrn4+PEjcnJykJ2djdzc3HodJZPJRHl5OSorK1FVVQUWiyWwoqxr\nH41GEylCXF5ejocPH8LKygo9evSAr68vYlm6AtcDwqK5XFYl9GftgnyHbuBWlqDg9kHkBf+BDpO3\nABDOXm1LfNHODfhvQ1ManR7y8vLE0pBqK3Tr1g1XrlzBqFGjEBoa2uzd/lVUVHDkyBGcP38eHh4e\n+OGHH7B69eovqnVZU5k9ezays7Px/r1k6ex1KS4uFrl6ePDgAcrLyyEnJwdlZWWwWCxUV1dDXl4e\ndDodVVVVOHjwYL3OLTExEY6OjqDT6QKq3NLk1atXGD58OLKysrB79258++23Yl8bHx+PZcuWoaKi\nAt+vWIddcWyAJnnZgqhoCwDQaDQsXboU06dPx4YNG6ReCtMcyMnJ8Vdd1tbWnzUXm80Gk8lEdnY2\nmEwmFi1ahKysLJFjCSFITU3F33//jY/dPVCjY1HnnLBorpy8IhQMegAAqMqa0HJfgvf7vcGtroCc\ngpKAKnxbo018K33a6YFBEzSb1FRDXoxOD8XFxW2irk0S7O3tcejQIYwePRqZmZktcs9JkyYhKioK\nQUFBGD58OLKzs1vkvs3FuXPnEBgYiMuXL0NHR6fJ85SUlIhMKElJSYGFhQXc3NwQEBCA5cuXg0ql\nYsqUKYiPjweTyURgYGC98/JWbp+qckuLH374ARYWFtDW1kZ2drbYjq2kpASrVq2Cq6srpk2bhl9/\n/RVbv18EV+1iqfXVrIu6ujp2796NJUuWSDR3W4dGo8HQ0BC2trbw9PQUSh6h0+lgMBhwc3PDvXv3\nwGKxEBYWhgEDXfhjxBbNpfAv4B+qWyvclmgTzg34r9PD4x+HYqW7KcZaG8K1px7GWhui9MlZGEb5\n4dAM2wb/OcrKyuptetuWGT9+PFatWgUPDw8UFxe3yD27dOmC8PBwDBw4EH379hWpbdYWeP/+Pby9\nvbFkyRJ4eIhOchCX+vbcXr58CRMTE4wePRqTJ0+Gu3ttWyplZWV07doV2tra9ZZacLlcJCUloVev\nXjA1NZWqc0tMTETnzp2xZ88e+Pn54fnz52I5d0IIzpw5A3NzcxQXFyMhIQGVlZWYPXs2zp07h7/W\nzoavhzkU6VQ0Vr1AodQqIXwqUSWjfnh7j0pKSlBSUsKCBQuQmJiIf/75By4uLvySkbrZqzzRXL0J\n/xMQza3+8Ao1+e9BCBecyhIU/OMPBSNLyDH+EzWuWyvclvjiw5Kfoq2iIBD/JYRg3/TLiOByceDA\nASxbtqzea6uqqtC9e/3ZQW2ZlStXIi0tDRMnTsSNGzdapJ6PRqNhw4YNcHV1xYwZM3D79m3s2LGD\n36T6S4e3z9ajRw8cOHDgs+cT5dwIIYiLi4OdnR2/lEJfXx9cLlcoC1AUGRkZ0NTUhLq6OszMzKQS\nluRyuVi5ciX279+Pfv36ITY2VuxuNC9fvsTy5ctRWFiICxcuwMbGBgsXLkRiYiIiIyPRpUsXALXR\nFqtOGvALf4O7SUzUsFgCoUoqaovSh5jpYqlL9zabbt4acLlcGBgY4Mcff8TcuXPrTe7iZa+W5+eg\n7MUtgErH+33e/PNaI5aBQpFDYcQJcCuKICevBIaxNXRHr+GP+bRWuC3R5pzbp+Tk5EBOTg4cDgff\nf/89NDU1MW2a8KY1l8sFh8Np9kyz1oJCoWD37t0YO3YslixZgoCAgBYr+h04cCBiYmKwaNEi9O/f\nH2fPnm0Tn/OUKVOQn5+P+Ph4qcwnyrllZGRAVVUVWVlZfOdmYGAAQohYzo0XkgSADh06gMVioaCg\noMmt0eLi4jBixAjk5+fD398f8+bNE+u6srIybN68GUePHsWGDRuwePFifPjwAQMHDoSZmRkePnwo\nVCPGi7b879cduJicheGT5qCkqgbFedl4G/MItw9tbpNZeK1NTEwMDA0NG93r5tUK09T10GVt/ZEV\nZQvRe72AcK1wW6LNhCXrIy4ujl+YXVVVhfnz5+PGjRtC43JycgCg3WRLioKnXhwTE4Nt27a16L01\nNTVx7tw5rFixAoMHD8ahQ4ekqkMnbY4fP46LFy8iODhYatl3ooq4Y2NjYWVlhYyMDP6qhhf6EyeE\nXFfDjUKhNDk0yeVysXTpUlhbW8PY2BhMJlMsx0YIwYULF2Bubg4mk4mEhAQsX74cjx8/xoABAzB1\n6lScOnWq3uLn6upq/PHrRqTfDMCuydb4a5Ydji0aipQgP8gT4exRGY3TuXNnsZK4eLXCTf2NKyp7\ntS3R5p1bbGysgBBpZWUlJk2ahIcPHwqMS05O/ipaSPFkcvz9/XH69OnGL5AiFAoF8+bNw8OHD+Hv\n749x48YhPz+/RW0Qh7dv32L+/Pn8ZAhpIWrlFhsbix49ekBJSQkqKrVt4XhfTOI6t7oZmE0JTUZH\nR6Njx474+++/ceLECTx+/Fgsh/7q1SsMGzYMmzdvxunTp3H8+HHo6enBz88PEydOxPHjx/H99983\nGCFYs2YNvw6Ml+GnoqICe3t73LlzR6LnkCE5y1y6g0FrmvBrfdmrbYU279yePHmCmhrBbJ6KigqM\nHDkSL1684B97/fr1VyPGaWBggOvXr8PHx6dVmh+bmZnhyZMn6NatG2xsbBAeHt7iNtQHl8uFo6Mj\nevXqhT/++ENq8/JUuHkOjEdsbCz09PSEWpfJycnxRU0bIiEhQUB9W5KMSS6Xi/nz58PW1hZmZmbI\ny8vDjBkzGr2uvLwcP//8M5ycnODp6Yno6Gg4OzujuroaCxYswMGDB/H48WMMGzaswXnCw8MREBAA\nQgioVCouXbrEP+fp6SlTgW8BeLXCzZG9+qXT5p1bXQdWF56K9bt37wAAaWlp7bKrRn307t2bL5PT\nHOnjjaGgoIA///wT/v7+mDZtGnx9fYV+hLQGY8eORWlpqdDK/nMpKyuDsrKyULgoNjYWysrK/JAk\nDyqVyu9yXx8cDgevXr2Cubk5/5i4Ycl///0X+vr6OHXqFM6cOYOIiAghx/sphBBcuXIFFhYWyMjI\nQFxcHHx8fECn0/Hhwwe4uLigsLAQT548abBdGFCrXj5x4kR+VKWmpgbHjh3jn/fw8EBISMgXHbpu\nL8ywN/4qs1fbtHOrqakRWcyoqqoKRUVFODs78/952kvrLUlwc3PD9u3b4eHh0WrqxSNGjEBMTAxi\nYmLg7OyMtLS0VrEDAPz9/REcHIxbt241+kUvKaJq3EpLS5GTk4Pq6mqhlRudThcIp4siNTUVHTp0\nELC1sbAkl8vFrFmz4ODggN69eyM/Px+TJ09u1P7Xr1/Dw8MD69atw/Hjx3Hq1Cl07NgRABAZGYn+\n/fvjm2++wcWLF8X67ObMmYPSUsHi35cvX4LJZAKoddJKSkqIjY1tdC4Zn09jtcIMmpxYqvBtCkKI\nJK8vivj4eEKn04mioiJRVFQkSkpKREVFhYSFhREWiyUwdsiQIcTJyamVLG1d1q1bRwYMGEAqKipa\nzQYOh0N27dpFdHR0SGBgYIvfPzk5mVCpVOLr69ss88fHxxMLCwuBY48ePSJ2dnZk6dKlZO/evQLn\nNDQ0iLKycoNzXr58mXzzzTcCx8rKygiDwSBsNlto/MOHD4mWlhZRUlIiFy9eFMvu8vJysn79eqKt\nrU1+//13of+bI0eOEF1dXRIcHCzWfIQQEhgYSJSUlAhqk+34LyUlJXLw4EH+uO+++4788ssvYs8r\nQzrklVaRQxFviM/ZGDL32FPiczaGHIp4Q/JKq1rbNHERy1+1aef28uVL4ubmRvbs2UNSU1NJVFQU\noVAopLKyUmispaUlGT9+fCtY2fpwuVwybdo0Mm7cOMLhcFrVlujoaGJmZka8vb1JSUlJi9yzpqaG\n6OrqEjs7u2a7x6NHj4i9vb3AMT8/PzJ//nzi6elJgoKCBM7p6+sTOp3e4JxbtmwhP/74o9DxTp06\nkbS0NP77mpoaMmXKFEKhUMiwYcNE/v2L4tq1a8TY2JhMmjSJZGZmCpyrrq4mS5cuJWZmZiQpKUms\n+QghJCMjg6ioqAg5Nt6rf//+/LGhoaHEwcFB7LllyPh/xPJXbTosaW5ujn/++QffffcdunXrBltb\nWzAYDJGNbwsKCmBoaNgKVrY+PJmcvLw8rFmzpvELmhEbGxs8f/4cDAYDNjY2ePr0abPf09PTE1VV\nVc2a2FJfpmSfPn2Qnp4uFJZUVlZGTU1Ng3tOnyaT8KgbmgwPD4euri6Cg4Nx9epVhIaGNlpEn5aW\nhlGjRuGHH35AQEAAzp07JyBn8/HjR74qwL///ouePXs29vh87t+/DzabDQaDAXV1daE9yJiYGH4G\n7eDBg5GQkIC8vDyx55chQ1zatHMTRb9+/USqJ5eWlqJr166tYNGXAU8m5/r161LpxvE5KCsrw9/f\nH9u3b8eoUaOwfft2oe7l0mLPnj24c+cO7t6926xClPU5N0tLS6SnpwsllCgrK4NCoTSYZPNpGQAP\nMzMzJCYmYsKECRg6dCgcHR2Rl5eH0aNHN2hjVVUVNm/ejP79+8PJyQlxcXFwc3MTGPP8+XPY2dnB\nxcUFQUFBYqmE12XGjBmoqKhAWloagoKCoKqqij59+sDZ2RkGBgbgcrl8LTYFBQUMGTIEoaGhEt1D\nhgyxEHeJR77AsKQoAgICiIKCgtBxeXl5ifYN2iupqanEwMDgi/ksMjIyiLOzMxk6dCjJysqS6tzx\n8fFETk6uRfZ1/P39ybx58/jvORwOUVFRIW/evCEaGhpC4x0dHQmVSiUFBQUi52OxWITBYIjcJ12y\nZAmRl5cnqqqqJCQkpF6bckuryMHwN2TF2WjyzY7rxHjKBuI4bwOJTU4VOf7kyZNEV1eXXLp0qbHH\nFRsFBQVy9uxZ/vtP9woPHz5Mpk2bJrX7yfgqaP9hSVHMnDkTLBZLKNW7pqamTUhlNDc8mZw5c+bw\nf0G3JkZGRggLC4OLiwv69u2La9euSWVeFouFQYMGwcHBAb6+vlKZsyE+XbmlpqZCW1sbRUVFQiFJ\noFZwU05Ort4WXK9fv0bnzp353XeA2mcaM2YMDh06BHV1deTl5YlUX47NLMLCk8/g9Ns97PznFa6+\n+ID4AoAY2yHfYAAmBr7CosBniM0sAlArqbJ69Wps3LgR9+7da5JQqyh40j5DhgzhH6NSBQuKR44c\nidDQUAGBTxkypEG7c27y8vLo2rUr9u3bxz9WVlYGQshXHZasy4ABA3D48GGMHj2aXwfYmlCpVKxf\nvx6XL1/GihUrsGzZskbT5Btj2LBhIITg7t27UrKyYT51bg3ttwHgh/vqc26fhiRv3rwJbW1thIWF\n4cSJE2AwGJCXF9ZMC4xMx5SASPzzkolqNhcsjuCeXhWbi2o2F7dfMjElIBKH7r7EiBEjkJCQgKdP\nn4rc42sqT58+BZVKbbDlXefOnWFoaIh///1XaveVIQNoh84NAEaPHo2wsDD++6SkJL6KrYxaxo0b\nh9WrV8PT07PFZHIaw9HRETExMSgoKED//v2RkJDQpHl+++03PHjwAOHh4S3WlaYh5/bpfhsAfs1l\nfc6N1zCZxWLB09MTnp6e/IbHU6dORW5uLl/6hEdgZPr/q9Zz0FhpNCFAZQ0H228lQ71fbbeQpjZj\nro+IiAiREkCf4unpKbIfrAwZn0O7dG4+Pj58SXegVizya2m9JQk+Pj5wcXHBhAkTvojuIUDtl/7p\n06exevVqDBkyBH5+fhJ1sYiOjsbPP/+MHTt2oE+fPs1oqSCfFnHznFtGRobIlZu2tjaAhldu1dXV\n0NLSwuPHjxEWFoYLFy6ARqOBSqXCxMQEb968+e9+mUXYcuMlKmtEJ+bUFGQh4/exyAv+pOUYTQEv\nFcyR2AxqyzExMTAwMGh0nIeHh8y5yZA67dK5denSBerq6ti7dy+A2v2P5syUa6vwZHIUFRWxePHi\nL6YVEoVCwezZs/Ho0SP8/fffGDNmjFjp4lVVVRgyZAhcXFywevXqFrD0P4qLiyUKS2ppaYEQIrT6\nAmqf4+bNm/jzzz8xevRo5ObmYvBgQVmSuj0mWSwWfAJuoopV/75Vwe1DUDDoIfJcFZsDv/A3Is99\nDikpKTA1NW10nL29PTIzM0V2G5Iho6m0S+cG1GqMXbx4EQDw7t07iVOavxaoVCrOnDmD2NhYbN26\ntbXNEcDU1BSPHz+GmZkZrK2tce/evQbHDx06FHQ6vVVSy+uGJQsLC1FQUIBu3brVG5bU09MTKVh6\n8eJFaGlpoaKiAvfu3cPp06dFhtN5PSbv3bsHKzsnpFcrgVKPDEr5ywjIMZTB6CJ6JUsIEPYqF/ll\n1ZI+doNkZWXBxsam0XE0Gg3Dhg2TNVKWIVXarXNbvHgxUlJSwOVy8eHDB6nvJ7QnlJWVERwcjICA\nAJw6daq1zRFAXl4eO3bswNGjR+Ht7Y2ffvpJZAh106ZNePr0KR48eNAqe6t1nVtcXBwsLS1BoVDq\nDUvq6uoKCJZWVFRg6NChmDRpEtzc3GBmZgYXF5d676enp4e//voLc+fOxbDF60UmlwAAt7oCRQ9O\nQXPo/AbtpwC4GP1erGcVl+LiYgwcOFCssTKVABnSpt06Nw8PD1AoFFy+fBkfP35s1yKl0oAnk7Ny\n5UpERES0tjlCuLu7IyYmBvHx8XByckJqair/3JMnT7B582bs2bNHoIN+S1LXufFCkkVFtan2ohp2\n6+vr853b2bNnoa2tjYSEBERGRmLq1KmwtLQUeZ+amhrs3LkTmzZtAovFwsuXLyGn1RnVbNF7bUX3\nT0KlzzDQ1HQatL+KzUWyFPfdCgoKwOFw4OjoKNb4ESNG4N69e6iulu7qUcbXS7t1bnJycrCwsIC/\nv/9X3XpLEngyOZMmTUJycnJrmyOEnp4egoOD4e3tDXt7e5w8eRJlZWUYNmwYhg8fjmXLlrWabXVV\nuD/NlBQl5slLtNi6dSumTZuGGTNmICcnh58lKiolPyIiAjY2NggNDUVoaCjKy8uhqKiIkiq2SJtY\nzDRUZcRCzc5LrGcoqZJeUlFYWBjk5eUbbQXGQ0dHBxYWFq2iPyijfdJunRsATJo0CZGRkSguLoaR\nkVFrm9Mm+BJkchqCQqHg22+/xd27d7Ft2zYYGRlBUVFRasXfTUXUyq2+kCRQW7cGANnZ2Xj27BkC\nAgL4fRg/rXHLycmBt7c3vL29sWnTJty6dQsDBgwAnU7Hx48focYQHYatehcPdjET7/3mIHPfDJQ8\nvYKKV4+RfXSFyPFqDHpTH1+IyMhIibcCZKFJGdKkXTu3ZcuWobS0FGVlZY2KK8r4jzlz5mDGjBkY\nPXp0vanqrY2VlRVGjhyJoqIiMBgMPHv2rNVsqavCzWaz8fLlS35PyU+dW1FRERwdHTF37lwAwLx5\n89C3b1+BMbyVG5vNxp49e2BpaQlDQ0MkJSVh/Pjx/JUgL2Oyp74aFGjC/8oq1sNhuOgIOs7Zh45z\n9kHVZiQUTWyhN3mz0FgGTQ49DaQn5hsbG4vOnTtLdI2sJECGNGnXzk1DQwP6+vpgsViy1lsSsmnT\nJvTo0QMzZsz4IlsjhYeHY9euXQgICMDu3bvh5eWFrVu3toqtdVW4U1JSYGhoCBUVFaFMyb/++gsd\nOnRARkYGXrx4AQqFwu+Qz6OiogJZWVlgMpno168frl27hvv372P79u1QVlYWGGtqaoq4uDgUPr+J\nqirhvSo5OgNUFU3+i0JngEKTB1VJOHOYAJjQt5PQ8aaSlpYm8f6njY0NysrK8Pr1a6nZIePrpV07\nNwBwdXUFAIlkO2TUhv+OHDmCgoKCVpfJ+ZSSkhJ4enrCy8sL8+bNw7hx4/D8+XPcvn0bbm5ueP9e\null/4tjz6X4bAH5YsqCgAHZ2dli4cCGWLl2KzMxMWFlZgUqlorCwUGCux48fg8FgYPr06fj5559x\n584dkU6irKwMTCYTa9euRdTDe7A3UoGIrT0BNJynQ2fU90LHKRRgiJkutFWk1+iAyWTCzs5Oomso\nFApGjhwpC03KkArt3rmNHTsWAIR0pWQ0Dk8mJyQkBPv3729tc/gMHDgQGhoauHTpEv9Yp06dcPfu\nXbi5uaFfv364evVqi9lTt4C7rnNLT0/Hs2fPoK+vDyaTiYSEBOzatYv/t0ilUvkZlRwOBwcOHMC4\nceOgr6+PpKQkTJ48WSgZpaSkBNu2bYOJiQmKi4tha2uLy5cv4+cxtmDQBJsSiwuDRsVSl+5NfXyR\nlJeXN1jKUB+yfTcZ0qLdf+Pzap5ECZjKaBxNTU2EhIRg69atuH79emubAx8fHyQlJeHx48dCP1io\nVCp8fX1x9epVrFq1CkuWLGmRPUNRySR5eXmIj4/Hb7/9hhUrVuDdu3dCKzA6nY7S0lJERkbCzs4O\nFy5cwMSJEzFjxgyoqgrufxUVFWHz5s0wMTFBQkICwsLC4O/vj+zsbABAn84a8PXoCUW6ZP/SinQ5\n+Hr0hFUn4XKFpvL69WsQQmBhYSHxtW5ubnj8+DHKysqkZo+Mr5N279xSU1NBpVJFCpjKEI+uXbvi\n6tWrmDt3Lp4/f95qdoSGhmLv3r04duyYyK4fPBwcHBATE4OSkhLY2dkhLi6uWe361LlFR0dDX18f\nXC4XSUlJ+P3330VeR6PRkJ6ezm9iHRYWhpycHIEygPz8fKxfvx7du3dHWloaHj16hFOnTsHCwgLd\nu3dHRkYGv6h9hr0xfD3MoUinNhqipFAARToVvh7mmGFvLJXPgUdYWBh/D1JS1NTU0L9//xZTc5DR\nfmn3zi09PR2qqqqIjY1tbVPaNP3798fhw4fh5eXVKjI5BQUFGDNmDCZPnozp06c3Ol5dXR2BgYH4\n8ccf4erqin379jVb70zenltCQgKYTCY2b96MOXPmwMLCQmQiE4fDweHDh1FcXMx3gNOnTweFQuGX\nAeTm5mLt2rUwW5EOHAAAIABJREFUNTVFTk4Onj59imPHjgn0alRQUIChoSHevn3LPzbD3hjnFtpj\nuEUHKNDkwPg0i5JTAwWaHIZbdMC5hfZSd2xArdSNrq5uk6+XhSZlSIN279zev38PQ0NDsFgsPHr0\nqLXNadOMHTsW33//PTw8PFpcJsfR0RF6enoStQejUCiYOXMmnjx5gpMnT/KbEEubkpISZGRkoE+f\nPpCXl8fr168xatQokavLqKgoODg44OTJk+jUqRMUFBT4ySilpaX4+PEj/Pz8YGZmhpKSEkRHRyMg\nIADdunUTeW9ej8m6WHXSwKEZtnj841CsdDfFWGtDuPbUg2cvXRREnMSyztk4NMNWqqHIurx8+bJe\ne8XBw8MDISEhX0wjbxltk3bv3JhMJvT19YUETGU0jRUrVmDo0KEYP348WCxWi9xz8eLFSEtLw5Mn\nT5oU6urevTsePnyIXr16wcbGBnfu3JGabe/fv4evry+ioqLg7OwMGo2GvLw8oQLugoICLF68GKNH\nj8ayZcvw4MEDaGlp8T/DrKwszJ8/HywWCxwOB/Hx8fDz82sw/ArU1rqlpKSIPKetooBFg0ywa7I1\n/pplh5k9CEqfXsbqZYsQFRUltc/gUzIyMj5L9NTMzAzy8vKIj4+XolUyvjbavXPLy8uDvr4+Ro8e\n3WhXeRmNQ6FQsGvXLigpKbWITM61a9fg7++PM2fOoGPHjk2eR15eHtu3b8fx48cxe/ZsrFmz5rOd\n87Zt22BsbAwOh4PvvvsOb9++RXl5OWbOnIm0tDQYGxuDy+Xir7/+goWFBeh0OpKSkjBr1ixQKBSo\nqamBxWJh6dKlsLS0RFFREcaOHYs9e/aI3S6urvRNYzx79gxycnJgs9lwd3cX0IOTJvn5+WL3lBQF\nhUKRCZjK+GzavXPjtd76VMBURtPhyeTExcXh119/bbb7fPz4EZMmTcLs2bMxfvx4qczp6uqKFy9e\nIDk5GU5OTk0qGH737h3MzMywfv16bNq0Cd7e3qiqqkJmZiYIIcjKykJYWBi4XC6cnJxw5MgRhISE\nYN++ffwmymlpafxkEDU1NSQnJ6N3796wtbWVyBZRYcn6uH//Prjc2gbLJSUlGDRokNRbrLHZbFRX\nVzepDKAusm4lMj4bQogkrzaHsrIyOXz4MCGEEHV1dbJ+/fpWtqj98OHDB9KlSxdy8uRJqc/N4XBI\nt27diImJCeFyuVKfn8vlkv379xMdHR1y7Ngxse+xceNGQqVSibm5OcnMzCSEEDJz5kyiqqpKUNvo\ngwAgFAqFaGhokL/++otwOBz+9a9evSKzZs0i2traxMrKilAoFP65YcOGkevXr0v0HJmZmURfX1+s\nsV26dBGwkUajEXNzc1JaWirRPRviwYMHhEqlfvY8lZWVRFVVleTn50vBKhntDLH8Vbt3blQqlYSF\nhRFCCPH09CTm5uata1A7IyEhgejq6pLw8HCpzjtr1iyioKBAmEymVOf9lLi4ONKrVy8yZcoUUlRU\nRHJLq8jB8DdkxdloMufYU7LibDQ5GP6GRCemEBMTE0Kj0ciOHTsE5ujevTuh0WgCjgMAGTlyJH/M\ny5cvyfTp04mOjg7ZtGkTKSwsJGvWrCG1vy9rMTQ0JG/fvpXIfi6XS5SVlUlxcXGD48rLy0XaqKCg\nQAYPHkxYLJZE962PrVu3Ek1NTanM9c0335DTp09LZS4Z7Qqx/FXLqzq2IFwuFxwOh19MumTJEnh5\neYHL5co6lkiJXr164cyZM5g0aRLCw8Oloqd24cIFnDhxAteuXWt2HT5LS0tERUVh/pot6LN8P+hG\n1pCTkxPQR6MiE2w2B/SBCxB6cQKGWv/XhDsuLg5paWn8cF9dwsLCcOLECdy4cQPh4eHw8fGBn58f\nvyaO92wsFgsVFRVNUq+gUCjo0aMHXr161WC7q9jYWCgpKaGkpETgeHV1NSIjIzFv3jycOHFConuL\nIjo6mi/n87nwSgKmTp0qlflkfF2062/4nJwcAP99iYwcOZIvYCpDeri6uuK3336Dp6cnmEzmZ831\n/v17TJ8+HYsWLcI333wjJQsb5lIsE9Gag0Dp1Ac1XAgJf3JABYUmD07H3lh2+TUCI9Nrj3M4mDx5\nskjHBgBVVVWYO3cu+vXrh9TUVPz00098xwbUapgBtc2SExMTYWFh0aQfXQ1lTPJ49uyZUAKNoqIi\nFBUVoaamJjWl+levXqFHjx5SmcvDwwO3bt36Iht3y/jyadfOLTk5md9+CxAUMJUhXWbPng1vb+/P\nksnhcrlwdHSEiYkJDh48KGULRRMYmY5fQ5JQWcMBQcNtPQgBKms4+DUkCYGR6VixYgVf1FVOTg5K\nSkpQUlLi94Ok0+kwNDTEtGnToKKiIjQf70cXz7nV1XCTBHEyJu/fvw8WiwVVVVUwGAzIycnBy8sL\ncXFxYDKZ2L17d5Pu/SkfPnyAjY2NVOYyMjKCvr4+nj59KpX5ZHxdtGvn9vr1aygoCHY65wmYypA+\nGzduhJmZWZNlcqZNm4bc3Fw8fvy4GawTJjazCL+GJKOyRnjllRf8B97v88a7nRORdXghSmND+ecq\na7j4NSQZjI6mWLhwIdTV1aGgoABTU1Ooqalh1KhRmDdvHlgsFjIyMtCpk2gpGX19fQBAbm4uIiMj\noaenh4yMDImfQ5yMyYEDB8LX1xehoaEoLS1Fv379kJ2dje7du4tUCm8qRUVFGDhwoNTmk3UrkdFU\n2rVze/v2rVADWp6AqUwzSvrwZHIKCwsllskJDAzE+fPnERwcDE1NzWayUJAD4W9QxRbthNXsJ8Jw\nyd8wWnUBehPWo+j+SVTn/FcXVsXmoMzIEdOmTUNpaSmqq6uxePFipKenw8zMDN27i+6yP3jwYHTq\n1AlaWlpwcHAAANja2uL48ePYuXMnBg8eLPFziBOWXLFiBTZv3gwHBwfQaDSMHz8e0dHREt+rIQoK\nCsDhcODk5CS1OWUlATKaSrt2bpmZmfzWRjx4Aqa7du1qJavaN/Ly8rh8+bJEMjkZGRmYM2cOfHx8\n4Obm1swW1pJXVo2IlFzUV4Mur9sFFBr9/99RQAEF7MJs/nlCgFvxWZi75DtwuVwMHjwYixYtgoKC\ngkgFbh6KiorIzs5GYWEhqqtrBUbZbDa4XC6oVCrmzZsn8bOYmpoiJSWl3r0/USxcuBClpaVS7RMa\nEREBeXl5MBgMqc3p6OiI9PR0fPjwQWpzyvg6aNfOLTs7m79pXxd3d3fZr8FmpK5MTnBwcINjuVwu\nHBwcYGFhgZ07d7aQhcDF540LmuaH+uHdH+PxIWAxqCpaUDQRLLCmUalY/mcg5OXlBfaZGnJuBw4c\nEAqV12Xp0qXiPUAd1NTUoKamhqysLLGv0dTUhJaWllT3Nh8/fiy1xBQeNBoN7u7uuHnzplTnldH+\nadfOjdd661O+++47ZGZmoqqqqhWs+jrgyeTMmzevQZmccePGobi4GA8ePGhB64AnSRlCWZGfoj18\nKTqvOo8O03+DoqkDKFS6wHk2oSA5pwRUKpUvUArUOrf6ekKamJhgwYIFIlc3EyZMgLa2dhOeRrzQ\n5Kc4ODg0+uNDEuLi4tC5c2epzcdDtu8moym0a+dWUFAgskefra0tGAyGTMC0menfvz/8/f0xevRo\nkYkSR44cwbVr13Dz5k2BFPnmhMvlYsGCBbh5N1ys8RQ5Khide4FTmofSGOEv2MLyanA4HL5zq6io\nQGlpKTp06FDvnJs3b4a8vLzAMSqVirVr14r/IJ8gSY9JHjNnzpTYITZEWlqaVOocP2XEiBG4e/du\nizXqltE+aNfOraysDF27dhV5rl+/fjIB0xZgzJgxWLNmDTw9PVFUVMQ//vr1ayxevBg//fQTBg0a\n1CK2REVFQV9fH4GBgXC0lTBdncsV2HPjkZqcgJqaGv6XekZGBoyMjBqsV1NXV8f27duhrKzMP9ap\nU6cmlwIAkvWY5DFu3DhwOBzcv3+/yfetS05OjsS9McVBT08PZmZmLb66l9G2adfOrbKysl5dqdmz\nZ8sETFuIFStWwNXVlS+Tw2az4eTkBGtr62ZtvMyDy+Vi9uzZGDBgAHr37o3c3FyMsLeCwqdCnv8P\np7wI5S8jwGVVgnA5qEx7jvKkCDCMrQXGKdAoKMt8BQqFwhcMbSgkWZcFCxYIdF9ZsGDBZzxh08KS\nNBoNRkZGUqv7LC8vx5AhQ6Qy16fIQpMyJKVdO7e6v6g/ZebMmTIB0xZk586dUFFRwaJFizBq1ChU\nVlZKbcXQEE+ePIGenh7Onz+P8+fP4969e1BRUcGEfqJrzwAAFApKY27i/YHZyNw9BYVhf0PTdQGU\negwQGMZmc2CjyYK6ujqcnJxw4MABJCUloWPHjiguLua/RNX80Wg0HD58mP9+7ty5n/WcTQlLAoCb\nmxvCw8M/695A7UqcEMJvdSdtZCUBMiSFQiTT42oz0rhlZWVQVVVFTU2NQJeSupiYmMDOzg5nz55t\nYeu+TsrLy9GzZ09kZWXhyZMnGDBgQOMXNREOh4OZM2fizJkzcHNzw9WrV6GkpCQwZsHxp/gn+SPQ\nSGcSUVAAMPJeIfnIagC1zorD4YAQAjk5Of7fXE1NDb7//nvs2LFD5Dzy8vJgs9ngcDifVUxdU1MD\nVVVVFBUVSZSKHx0dDVtbW1RVVQntA0qCv78/Vq1ahbKysibP0RBcLhcdO3bEo0ePYGJi0vgFMtoz\nYv2jtNuVW1JSksCXjChkAqYtC69eSU1NrVmL6O/fvw8dHR0EBQXhypUruH37toBjq6qqgp+fH0J3\nrQaFw27SPWgUgrP/m8NP62ez2XzhVi6XCxaLBRaLBQaDgenTpwtdn1dWjUMRqeg8aR0MJm/CyvMv\ncCgiFfll1U2yh06nw9jYGKmpqRJd17dvX8jLy+PUqVNNui+PqKgo6OrqftYcDSEnJwcPDw9ZaFKG\n2LRb55aSktJgPREAmYBpC8JisTBo0CDY29vj0aNHWLVqlVTCYXVhs9mYOHEiXFxc4ODggLy8PHh5\nefHPV1RUYM+ePTAxMcHNmzdx0f9PbBlnDUW6ZP8GClQg9/ZhOJl3BpvNhqKiYr1jBw4cKFAmEJtZ\nhIUnn8Hpt3vYdScFnM79QDfui6svPmD3nRQ4/nYPiwKfITazqN4566OpoclevXrh9OnTEl9Xl8TE\nxHqTt6SFLDQpQxLarXNLTU0VCkN9SpcuXaCuro69e/e2kFVfLyNGjACHw8Hdu3fRq1cvnD17FpMn\nT0ZSUpJU5r979y50dHRw69YtXL9+HSEhIfzwXFlZGf744w+YmJggPDwcwcHBCA4ORv/+/THD3hi+\nHuZQpFPRaFSQcEHh1KA68gzmu5ihvLwcHA6nwT6a2dnZ/C4ggZHpmBIQiX+SmKhmc4Xq7Kr+/9jt\nl0xMCYjkqw+IS1MyJgHAy8sLUVFREl9Xl3fv3sHS0vKz5mgMd3d3PHr0COXl5c16Hxntg3br3N69\neyfUeksUAwcOxMWLF1vAoq+X33//HREREQgLC+M7nKFDh2LHjh1iyeRwOBxcvXoVovaHWSwWxo4d\nC3d3dwwePBj5+fnw8PAAAJSUlGDbtm0wMTHB06dPERoaiitXrqBv374Cc8ywN8a5hfYYbtEBCjQ5\nMD7JomTQ5KBAkwP33QuwQ39Hxt1T2LlzJz/dv776Kzk5OSQkJKBHjx5Y/Efgf+oDjexcf6o+IC5N\nyZgEgMWLF6O4uPizWlzl5+fD3t6+ydeLg7q6OmxtbWVbCTLEot06tw8fPojVCmjJkiUS9+WTIT4v\nXrzA2rVrsX37diEplFmzZmHmzJmNyuQcPnwYY8eOFQqd3bx5Ezo6Orh37x5CQ0MRFBQEeXl5FBUV\nYcuWLTAxMUFCQgLCwsJw/vx5WFlZ1XsPq04aODTDFo9/HIqV7qYYa20I1556GGttiJXupnj841Cs\ncdSEfFmtRiAhpNG/GW9vbwQHB0O7R1+E5CgKqQ+wi5hgnt+AzF2TkblvBgpuHwTh/rcK5KkPxL0X\nL0TZ1LCknp4eNDQ0cOjQIYmvBWrDwVVVVc1WBlAXWUmADHFpt9mStra26NChQ6Mxei6XCwUFBZw5\ncwYTJkxoIeu+DqqqqqCvrw8bGxuEhYWJHEMIwaxZs1BWVoYLFy6ASqUKnC8sLESXLl1QWloKBoOB\n33//HQsXLsS4ceMQEhKCcePG4ezZs6DRaCgoKMDu3bvh5+eHb775Bj///DNMTU2l+jwGBgYCxej1\noaenh5ycHFAoFCw8+Qz/vMwR0otjnt8AqpIGtEcsA7eqHMxz66DSZzjUbEfzx1AowHCLDjg0o/Hi\naCaTCQsLC+Tn50v8bMOHDweTycSLFy8kvvbRo0cYNGhQi4iKJiUlYfjw4cjIyJCqVI+MNsXXnS1Z\nX+utT+EJmAYEBLSAVV8Xrq6uoFKpCA0NrXcMTyanqKgIP/zwg9B5X19f1NTUAKh1LitWrICWlhYe\nPXqEe/fu4eLFiygsLMRPP/2EHj16IDs7G0+fPsWxY8ek6tgAgMFgYNq0aWJ9qV6/fh0UCuU/9QER\n/4/sYiaUzQeCQpMHVUUTil37oSZPsEs/IUDYq1yxsij19PTA4XCa5Ny8vb2bvP/54MGDFmuf1rNn\nT1CpVCQmJrbI/WS0XdqtcysuLoaRkZFYYydPnownT540s0VfF5s3b0ZkZCTu37/faP2UvLw8Ll26\nhFu3bmHfvn3848nJyTh27JhAg2sulwtdXV3k5uaiZ8+e+P7772FmZobi4mJER0cjICCg3q400mDx\n4sUi9/4+hRcxaEh9QM3WC+Uv74NbUwV2aR4q055BsWtfoXEUABejG1cxoFAoTQ5NTpkyBTU1NU1K\nLHn+/Dk6duwo8XVNgUKhwNPTU5Y1KaNR2q1zq6ioELvYUyZgKl3+/fdfbNq0Cbt37xbol8ir7fI5\nF4O5x6Pgcy6GX9vFk8nZtm0brl27BqBWc4yneVaX9PR0LFy4EBYWFmCxWIiLi4Ofn59Yba8+lx49\nejS4chs5ciSOHDmCLVu2YObMmUjOKalXfYDRuTdq8t4hc+ckZB2YDXn9HlA0dRAaV8XmIjm7VCz7\nmpoxSaPR0KlTpyZJ4KSkpNQrztocyEoCZIhD/RXObRwWi4UePXqINVZdXZ0vYOrn59fMlrVvKioq\n4ObmhmHDhuHbb78FUFvbdSD8DSJScgFA4MueQcvBrjspcDHTxdLB3REUFARPT0/4+vri2bNn9SZt\nXLt2DYmJiTAwMGj+h6oDg8GAiooKSkuFnY2ZmRnWrl2LQYMGwcjICB4eHjBR7AdoCX/xE8IF8/z/\noGo9Avref4BbU4n8G3tQFH4UmkOEW3GVVNWIZV9TMyaB2gzWu3fvSnxdVlYWxo4d26R7NoUhQ4Zg\n8uTJKCwsbDHVdhltj3a5cuMpG0vS504mYCodBg8eDEVFRb5OmKS1Xa84uvDz88PKlStRWVlZ733y\n8/Px5s2bZn2W+vh0L1dRURFKSkpIS0vji5S6u7vjxYsXKPooOr2eW1kKTkkuVPt+AwqNDqqiGlSs\n3FCZ+kzk+BdPH2PTpk24fPkyUlJS6k3eaGpYEgAWLVqEzMxMsNmSdW0pLi6Gs7Nzk+7ZFBQVFTFo\n0CDcvn27xe4po+3RLp1bamoqKBRKo0XcdVmxYoVMwPQz+fnnnxETE4NHjx6BRqMhMDJd4tquX0KS\nsOnU3Ub3tRgMBuLj46VovfjUVdlWUFDA+fPnoaWlhZqaGvz1118AavcGy8vL0c9EH9wa4dAqVUkd\nNPUOKI0JAeFywK0qQ1n8XdD1RHT54NSgl6EmWCwWjh07hhEjRkBNTQ39+vXDrFmz8Pvvv+PWrVt4\n//49evTo0WTn5uDgADqdjnPnzol9TVFREV/loSWRlQTIaIx2WQoQFBSESZMmidyvaQglJSXs2LED\ny5cvbybL2i/379+Hi4sLDh8+jAULFiA2swiTDt5H1o39qEp/AW5VGWga+tAcPAuKJoJp7UUPz6D4\n4SnoTfkFisbWoHBqUBb0C/JSahW867a3IoSAEAIOhwMdHR1kZwtrrDU3N27cwIQJE7Bo0SL4+/uj\noqICY8aMwa1bt8BisTBmzBhERkZCXV0dw70m4AbVHjUioqssZhoK7vij5uNbQI4KRhcraLkvAlVZ\nMNRG2Cy8PzAbLg62OHr0KIyMjFBWVobExEQkJCQgPj4eCQkJSEhIQHV1NYqLi7Fw4UJYWVmhd+/e\n6N27t1g1nwBgZWUFQ0ND3Lx5U6zxV65cwZQpUyT+X/tc0tPT0b9/f+Tk5DSonSejXSJWKUC73HNL\nTU1tsN9fffAETGXOTTJKSkowcuRIjBo1iq9LdiD8DapYNaCp6kB/2nZQ1XVRmfoMuUG/oePc/aBp\n1CpV1xRmo+LVQ1BV6nz50uiwnrYGY3RyceTIESgqKmLWrFn8wmneS5wONM1Bz549oaurixkzZmD/\n/v3Ytm0bcnNzUV1dDWVlZYSEhCAqKorfjqri5DP8k8QUWr3Kd+gG/enbG7wX4XLBzYpHZz1NJCQk\noEuXLhg6dCiOHj2KAQMGCCkr5Obmonfv3ujQoQNevHiBwMBAJCQkQFVVle/oLC0t0bt3b1hYWAhF\nN7y8vHDgwAGxP4snT56I7TilibGxMXR1dREVFdWs6hIy2i7t0rmlp6dDVVVV4utmz56NZcuWNYNF\n7RtnZ2eoqanhypUrAMCv7aLQGdBw/q8jvlL3/qCpd0B1zhu+cyu4fRCaLrORH/pflh4hwDu2KqbM\n8sLs2bPh4uICJpOJ//3vfy37YPVw584dqKmpYfHixeByudi3bx+GDRsGCoUCJpOJ/Px8LFu2jK9X\nt8ylOx68zkNljeRFzgx5Kkyo2XheWQkNDQ0wGAwhJ1e35EVXVxdWVlawt7fHyJEjAdSudt+9e8df\n5d25cwe7du1CSkoKOnXqJOD0XF1d8csvvyAvLw86OjqN2hcXF4dOnRrQxmtGeKFJmXOTIYp2uZ5/\n//59k7KoZAKmkrNq1Sq8fPkST5484YeH6qvt4pQXoqYgC/K6tV/G5ckPQaHSoWhiJzSWV9ulrKyM\n4OBgHD16FCdOnGi252gIQghiYmKwceNG2NjYYOXKlaBSqfDw8MCgQYP4XW7c3Nxga2uLUaNG4dGj\nR3wNtz6dNeDr0VNi9QFFuhzWe1og5ORBnDlzBlQqFXp6eujUqRM6deqE+Ph4vpPjNWcGhDMmKRQK\nunTpAk9PT6xduxaBgYGIjY1FSUkJrl27hqlTp4JCoeDs2bP8lbelpSWmT5+O7du34/r160hPTxe5\nD5qamtpsAqWNISsJkNEQ7dK5MZlM6OnpSXwdnU5H165dBQqJZdTPnTt3sHv3bvz9998CSRaiarsI\nh428a39AxdIVdO3O4FZXoCjiOLTcFoqcu25tl76+Pm7cuIEffvhB6jI59VFTU4M7d+7g22+/hbGx\nMSZOnIjS0lLs3bsX7u7uWLduHXr37g09PT2sXr0aoaGhMDY2xr59+3D79m0sWbIEP/30Ez/pRUB9\noJF7UyiAIp0KXw9zzLA3BlCbph8bG4upU6ciPT0dzs7O6NmzJwwMDARWchkZGWJnTNLpdJibm2PS\npEnYvHkzLl++jNevX2Pw4MHQ0NCAu7s78vLysG/fPjg5OUFdXR0ODg5YuHAh9u7di3v37iE7Oxu2\nto23BmsOnJyckJqaipycnFa5v4wvm3bp3PLy8qCvr9+ka2UCpuJRUFCA0aNHY+LEifD29hY4V1Il\nmEpOCBd51/8EqDRouS8GABQ9PA3lXkP54UlR1K3tsrCwwJkzZ6QqkyN0v5ISnD9/HtOnT0eHDh3g\n6+sLAwMDhISE4PXr1/jzzz/h7OyMuLg49OnTByUlJVBTU8PSpUvx4cMHEEKgo6ODvXv34u7du3Bw\ncICLiwtfNYCnPqBd+R6EzQLYgmoCPPWB4RYdcG6hPd+x8aDT6Vi1ahUSEhJAo9Hw9u1bLFy4ENbW\n1ujQoQPi4+NhbGyMI0eOIDY2tsmfg7e3N9LT0zF79mz88ccfCA0NRVZWFtLT0/Hbb7/B2toaycnJ\n2LBhA8rLy7Fx40a4urrCx8cHR44cwb///iuyDlDa0Ol0uLu7i538IuProl1mS+rr62Pu3LnYunWr\nxNdmZGTA2NgYubm5Yu05fK2Ym5ujvLwc6enpQtlqPudicPVFbX0XIQT5IXvALmZCb+JGyNFrBWQ/\n/P0tOKX5wP9fy60ogZyCEtTsJ0DdvraB9VhrQ+yabC0w94kTJ7Bx40Y8efIEHTrU7xjFJSsrC9eu\nXUNQUBAeP36MgQMHwsvLC6NGjRLZUqq4uBiGhoYoLi7Gnj178P79e+zcuRMaGhoYOHAgrl+/DgCY\nMGECunbtioCAANjZ2eGff/4BAJSXl0NfXx9smiJ0bD3g9M1k3H8SBTrYWDV3MmY4doe2SsMiuzwe\nPnyI5cuXQ1NTE/Pnz8fp06cRFRUFNpuNwsJCuLi44NixYxJ3bqmuroaioiKio6NhbW1d77jXr1/D\n1NQUGRkZePnypUDmZlJSEjp06MBPXuHt6ZmZmTXajk0Sjh07hhs3buDChQtSm1PGF494HbN5qdVi\nvtoEysrK5PDhw02+XkNDg6xfv16KFrUvlixZQuh0OsnMzBR5/mD4G2K6LoR0WXudqFiPIPIdzUjn\nVRdIl7XX+a9OK06TTstP8l9UVR2iM2Ytf5zZuhByKOKNyPk3btxI7OzsSHl5ucS2c7lcEh8fT375\n5Rdia2tLNDU1yfTp08n58+dJSUlJo9ffv3+fDBgwgBBCyP/+9z+yYcMGwmKxiLy8PNHV1SWJiYmE\nEEJycnKInp4eOXbsGJGTkyN79+4lhBASEBBAunbtStTU1IiKigrhcDiksLCQGBoaEnV1dfL27VuJ\nnqempoYcOHCA6OrqkpUrV5KwsDAyatQoAoBoaWkRAGTw4MEkPT1donk7duxIFi1a1OCYgIAAoqSk\nJPIcm822mKtkAAAgAElEQVQmr169IpcuXSIbN24kEyZMID179iQMBoP06tWLTJ48mWzZsoVcvXqV\nvHnzhnA4HIns45GTk0M0NDQIi8Vq0vUy2iRi+at26dxoNBoJCwtr8vWenp7E3Nxcega1I4KDgwmF\nQiHnzp2rd0xuaRUxXRdCDJf8TQAQUOmEQmfwX9qjVgs4ui5rrxOqmh7Rm/IL/73puhCSV1olcn4u\nl0tmzpxJxowZQ9hsdqM219TUkPDwcLJy5UrSrVs30qVLF/Ldd9+Ru3fvSvyluG/fPrJw4UJCCCE+\nPj7kzz//JGlpacTIyIhs27aNTJkyhT/29OnTpFevXmT9+vWESqWSly9fEmtra9K1a1fSt29f4uTk\nJGCjtbU1UVBQIJGRkRLZRAghHz9+JPPnzycGBgbk+PHjpFu3bsTV1ZVoamoSbW1tiZ3ctGnTSNeu\nXRscM3/+fGJsbCyRnZWVlSQmJoacOHGCrFmzhnh4eJDOnTsTZWVlYmdnR+bMmUP+/PNPcvv2bfLh\nwwfC5XIbndPW1pbcu3dPIjtktGnE8lftLizJ5XJBpVKRnZ3d5H23GzduwMvLCywWS1YgWoePHz/C\nyMgIkydPxvHjxxscu7Ce2i5xEEfDjMViYcSIEejTpw927doldL68vBy3b99GUFAQrl+/DiMjI3h5\necHLywt9+vRpshbYggULYGNjg6VLl2LevHlwdHREt27dsGHDBty4cQMmJiaIiIiAubk5CCEYO3Ys\nevfujX/++QcpKSnQ0dFBVlYWRo4cCQMDA+zfv19gfi8vL9y4cQNnz55tkr7g06dPsXz5cqSlpeH7\n77/HN998g19//RW3bt0ClUpFfn4+Bg8ejOPHjzcYrgwPD4erqytqamrq/R9wcnKCgoKCVPaoi4uL\nkZiYyA9rxsfHIz4+HhQKRag+r1evXtDQ0OBfu3HjRpSXl+P333//bDtktAm+Tj03XuZUUx0bUNvZ\nnUKh4PLly9Iyq13g6OgIQ0NDHD16tNGxy1y6g0GjNjpOFAwaFUtdGu4yLy8vj8uXL+P27dvYu3cv\ngNos2SNHjmDUqFEwMDCAn58fbG1tER0djejoaGzYsAHW1tafJXIZGxuLPn36AAA/oYS3T6uqqoqV\nK1fil19+AVCbgn/w4EH4+/tj586dKCsrA4VCQWVlJeh0upAyOVDbXWf58uWYNGlSk76s+/fvj8jI\nSAwYMAC//vor/Pz8cODAATx58gQjR46Euro6P/Fk8ODBePv2rch5XFxcICcnx69dFEVGRgZ69+4t\nsY2iUFdXh6OjIxYtWoR9+/YhPDwceXl5SEhIgK+vL0xMTPDvv/9i5cqV6NSpE78x9Zo1a0ChUHDp\n0iVZ6zwZArS7Iu7k5GTQaJ/3WHUFTGXq3LXMnTsXmZmZyMzMFGs1y6vtqu0tKbqzv0jY1fgYdgI3\nlWNBGzUK5ubm9TojDQ0N7N27F2PHjoWfnx9ycnIwYsQITJs2DSdPnhT4dS8NOBwOEhMTYWVlBeA/\n55aYmMgvhVi+fDlMTEyQnJzMT9X/448/sHDhQjAYDLx+/Rry8vJITEwUKc4KALt370a3bt3g4+OD\nt2/fSqxUIScnh0mTJkFJSQlUKhXm5ubYsmULjh07hrS0NGzbtg2XLl1CfHw8unXrhkGDBuHYsWPo\n2lWwr6WpqSmOHTuG8ePHi7xPfn4+HByEJXqkBYVCgb6+PvT19eHu7s4/zuVy8fbtW4EV3rt376Ch\noQFjY2OBVV7v3r3RvXt3IYV3Ge2fdheWPHz4MFavXo2ysrLPmmfr1q3Yvn07SkpKpGRZ2+XixYuY\nNGkSrl69itGjR0t0bW3z5GRUsRtunkyh1K7YplsoYv1UFwC1PSUVFRUxbNgwjBkzBq6urtDS0kJk\nZCSCgoIQFBSEsrIy2Nvb486dO7hx40azNvBNTk6Gp6cnUlNTAQD29vbYtWsXDh8+DGdnZ8ybNw8A\n8OuvvyIpKQmBgYEAave1zc3NoaioiNzcXGRlZYHBYKCoqAgKCvVnRgYFBWH8+PFwc3NDSEiIRCHy\nyMhIfPvtt4iKisKLFy+wfPlyVFdXY//+/RgwYADevn2L7du34+zZs6BSqSgsLISzszOOHz/Od3Jr\n1qzB33//jby8PKH52Ww26HT6Z4X/pcns2bNhY2ODoUOHCvXbzMnJQc+ePYUyNw0NDT9rFS+j1fg6\nsyXXrl1L9PX1P3ueoqIiAoCkpKRIwaq2S1ZWFqHT6Y1mzjVEbGYhWXQyipiuCyFm/59FyXuZrQsh\nputCyKKTUSQ2s5AQUpsggNofUvyXoqIikZOTI1Qqlejq6pIff/yRREVF8RMOgoKCSMeOHSXONpSE\ns2fPkrFjx/Lfm5ubk8TEROLi4kLu3LnDP15cXEx0dHRIcnIyIaQ2c9DIyIioq6sTeXl5oq6uTmg0\nmlgZgs+fP+dnGFZXV4tta35+PlFVVeV/Plwul5w8eZJ07NiRzJ07lzCZTEIIIRkZGWTp0qVEVVWV\naGpqEgDE2dmZpKamkvT0dAKAFBYWCs3/+PFjIicnJ7Y9zc25c+fIyJEjRZ4rKSkhkZGRJCAggKxY\nsYK4uroSPT09oqGhQQYOHEgWL15M9u/fTyIiIkh+fn4LWy6jCXyd2ZLTpk0jZmZmUplLX1+fLFmy\nRCpztUU4HA4xMjIipqamUpkvr7SKHIp4Q3zOxpC5x54Sn7Mx5FDEG6GsyPPnzxMlJSUhB8d7aWpq\nkoKCAqH59+7dS8zNzUV+GUuDn376iWzcuJH/3tDQkGRmZhJjY2Py5o1g2cKWLVvIjBkzCCGE3Lhx\ng9jZ2ZEffviBUKlU4u3tTahUKhk/frxY983MzCRaWlpEX1+f5Obmim2vjo4O+fDhg8Cx4uJisnr1\naqKjo0P27t1LampqCCGEvH//nqxYsYKoqqoSDQ0NAoBYWVkRJSUlsmPHDqG5t23bRjQ0NMS2pbkp\nLCwkKioqEpWHMJlMcu/ePbJnzx6yYMEC4uDgQFRVVUnHjh3JsGHDyKpVq8jRo0dJVFRUk8pOZDQb\nX6dzGzJkiECK9efg7e1NjIyMpDJXW2Tq1KmEwWC02K/Z1NRU8ueffxJnZ+d6HZuKigqJi4urdw4f\nHx8yZMgQiVY54uLh4UGuXLnCf6+qqkry8/MJnU4Xul9RURHR0dEhr169Ip6enuTo0aNk5cqVhE6n\nE0tLS7J06VJCoVDIiRMnxLp3aWkp6dq1K1FRUeGvCBvDycmJhIeHizyXmJhIhg4dSiwtLUlERAT/\neHZ2NlmxYgWhUCj8z1xVVVXIeU+cOPGLK5cZNGgQuX79+mfNweVySXp6OgkODibbtm0j06dPJ1ZW\nVoTBYJDu3buTMWPGkHXr1pFz586RxMREWX1d6/B1OjdLS0uxfxE3RlRUFKFQKKSyslIq87UlAgMD\nCYVCIbdu3Wq2e3A4HPL06VPi6+tLevfuTTp06EDmz59Prl+/TpYuXUrodLqAY6PT6Y3WL7LZbOLl\n5UVmzpwpVo2UJBgaGpK0tDT+feTk5Mjbt2+JoaGhyPGbNm0iY8eOJTo6OqSiooL06NGD0Ol0QqPR\nyP+xd91hUR1f+93Gsktdem+iKCBWVBS7sQsaYzT2hr1EJbGiJpYYayxY8lMSO9aoKFZCUTF2QaUJ\nCkqR3mHZdr4//Lhxs0tTLDG+z7PPLvfOnZl72Z135sw57wkICKA5c+YQl8ullJSUWrUvl8upffv2\nxOPxKCQkpMby48ePr1bMQKFQ0NGjR8na2ppGjBhBaWlpRPTKtK+pqUkcDoc4HA7z/D09PRmSc3Nz\nI29v71r1+33h559/pmnTpr2TuiUSCcXExNCRI0fIz8+PBg4cSI6OjqSpqUlubm40fPhw+umnnygo\nKIiSk5Pr/bv3GUr4b5KbpaUlzZo1q97qEwgEtHXr1nqr79+AlJQU4nK5NHv27HqvWywW0/nz52nK\nlClkYWFBjRs3pvnz51NkZKTSHlRcXBxpamoqERuLxaIZM2bU2EZJSQm5u7srmRDfFjk5OaSrq8sM\nWgUFBaSjo0Ph4eFVWgry8/NJU1OTxo8fT/Hx8WRiYkJOTk7E5/OpRYsWJJVKycXFhaytreuk0DFs\n2DBis9n0+++/V1tuzZo1NHfu3BrrKykpoUWLFpGhoSFDbJXPvfKztrY26erqEgDq0KEDiUQiWrZs\nWa37/D7w6NEjsrW1fa/EUlpaSrdv36bffvuN5s2bRz179iQLCwvS0dGhdu3akY+PD23evJlCQkIo\nKyvrvfXrbZFdLKYdYYk0O/Aejfv9Fs0OvEc7wlS3ED4QasVXn1woQElJiYpL89vgv5bAVKFQwMPD\nA40bN8Yvv/xSL3UWFBQgODgYp0+fxsWLF+Hi4oKBAwciNDQUjRo1UnuNk5MTmjRpgvv370MoFGLl\nypWwtbXF119/jZSUFJw5c6bK9irT5LRr1w729vYYPXr0W99DVFQU3NzcGO+6oqIi6OnpITk5ucpg\naE1NTbDZbOTn5+PcuXNwcXGBhoYGJBIJRCIRNm7ciGvXrsHc3ByjR49mvCtrwuHDh+Hg4IBx48bh\n2bNnWL58udpyTk5OuHbtWo31aWlpYdWqVRg7diw8PDyU4sXEYjHYbDaGDBkCe3t7bNiwAdHR0Sgu\nLsaxY8cwcuRI6JtZ4/jdVMS9LEKRWAZdTS4am+liSCurWutk1gecnZ1BRIiJiYGLi8t7aVMoFKJ1\n69YqmRFyc3OVMqUfO3YMDx8+BJ/PV/HadHFxgba2dr33TSwWQy6XQ0tLq9bXRL0ogH9YIsITsgFA\nKbuHJvclNl1JQBcnY0zr7Ihm1vUbalPf+OTIrby8HA4ODvVW338tgelXX32FgoKCt1bef/78OeOu\nf+vWLXTp0gXe3t7YsmVLrQWP586di1GjRmHy5MmYM2cOAOD69evo3LkzWrdujb/++qvKmEZTU1ME\nBwejS5cusLa2RteuXd/qfl4P3gZUA7jV4fjx4/Dw8EBERARevnwJKysrKBQKNG/eHBs2bIC7uzu8\nvLxw8uRJ9OvXDwMHDqx1XOWqVatgb2+PyZMn4+nTp2pz3dU29U0lnjx5gvLycpXjLBYLp06dQl5e\nHmbPno3169djxYoVSBNz4fH9b9Bq2AYaPB4k8r9jPT7EQMhisZgEpu+L3KqCoaEhOnXqhE6dOjHH\niAhpaWkM4V29ehU7duxAbGwszMzMVJRY3lZkev369di4cSNOnjyJLl261Fi+prAd8f8T3aWYTEQk\n5GBx38YqmSs+JnxycW5sNhvx8fFo2LBhvdQnlUrB5/Nx9erVdxpD9TFgz5498PHxQWhoKDp37lyn\na4kIDx48YAgtNTUV/fv3h7e3N7744os6zR4rUVFRgcOHD2PMmDFK8UhJSUlo2bIlRCIRHj16VO2s\nNzQ0FMOGDUNoaOhbJdUcO3YsOnTowCTzvHHjBubOnQtnZ2e0a9eOOf462rdvjwULFuD69evYtGkT\nevbsCS6Xi1atWsHPzw/+/v44cOAAo+4fEBCAlJSUOsWNXb58GX379oWHhwfCwsKUYuEqKiqgp6eH\noqKiGgfJiooK2NvbIyMjo8oyDx48QLNmzXD69GmMWbEbRl9MglQBsKqJv6uMX3xfA+HZs2exfv36\n95b3rz4gl8uRlJSkEp+XnJyMBg0aqASl29vb1yrmsU+fPrhw4QIEAgFmz56NlStXVhnM/orY6ia4\nIOCxlXIOvkfUKs7tkyK3kpIS6OjoQCqVvrVKyeto0KAB3N3dERgYWG91fmxISkqCk5MTfH19sWbN\nmlpdI5VKERERwRAaj8dj9Bvbt29fr/+DfyIvLw+urq6oqKhAVFQUrKysqiy7f/9+LF26FDdu3Hjj\ngOMWLVpg165daNOmDQDgwoUL2LRpE2QyGebPn4+ePXsqlb9//z4GDhyIp0+fYu/evZgyZQosLCxg\nbW2N77//HgMGDIBCoUC3bt3g5eWFuXPnolGjRpDL5UhMTKxTcPHjx4/Rtm1bmJubIyoqCkKhkDnn\n6OiIc+fOwcnJqdo6tmzZgrlz54LNZkMqlaotY2xsjIyMDHy9aAvuyG3B4tXe5Pi+BsKysjKYmZnh\nxYsX0NPTe6dtvWuIxWLExcUpEd7Dhw+Rl5cHZ2dnFfOmqamp0vfGysoKaWlpAF6ZT5s0aYLTp0/D\n0tJSqZ2oFwUY9r+/UC6VKx2XlxcjN3gzxMn3wRboQtR5DLRcuiiVEfA4ODKpHdys3quJslY/jk/K\nLBkbGws2m13vg6qXlxcOHjxYr3V+TJDJZGjfvj2aNWtWI7EVFRXhwoULOH36NM6fPw9HR0cMHDgQ\nwcHBcHZ2fm+KDwYGBkhOTkbLli3RqFEj3LhxQ8ls+DpGjRqFZ8+eYcCAAQgLC6vzKlIqlSI+Pl5J\nR7Fyz+3evXtqzZI7duzA5MmTweFwEBYWhq5du+LKlSsoLy9nNCXZbDZ2796Ndu3aYcCAAbh27Rps\nbGzg4+OD3bt317p/Li4uePr0KZo2bQobGxtER0czuegqTZM1kZuXlxd0dXWRm5uLzMxMvHz5EpmZ\nmcjOzkZ+fj5SUlKQnZ2NTftO4h7Zg8XjMdeSTIrcS9shTn4AhbgEXH0ziDqPgaDB3/tQ5VIFVgXH\nwc1Kv8aBsLCwEDweT4mkawuhUAhPT09cunQJQ4YMqfP1HxM0NTXRvHlzlZx6/xSZPn36tJLIdNOm\nTVFYWMgQG/CK9KOiouDs7IyDBw+if//+zDn/sESIZcrEBgB5l3aAxeHBauYBSDKfIuv4D+CZ2EPD\n+O89ZrFMju1hidWKnH8ofFLCyQkJCdXKGb0pvv32W2RnZ6uVIfoU4OXlhbKyMkRERKg9n56ejp07\nd6JPnz6wsrLCb7/9ho4dO+LRo0e4desWFi1aBBcXl/cuZaShoYHo6Gh06NABrVu3xsWLF6ss6+fn\nBxcXF4wYMQJyueoPuTrExcXBxsZGabAtKiqCtrY2Xrx4ARsbG6XyBQUFOHbsGCZMmAC5XI7g4GCM\nHTsWwCuifH3m7OjoiCVLlmDChAkwMjLCkSNHEBAQUK3DjDqYmJggJSUFxsbGcHR0xIMHDwC80oes\nzb6bnZ0dxo4di3nz5mHt2rXYt28fLl68iHv37uHZs2eYPXs2TExMkMC1B7GUTVukkIOrYwSz4Wtg\nPecI9DuNQvbpnyEryFQqVzkQVoWCggLMnz8fpqamddbTfB19+/ZFcHDwG1//saMmkWkHBwfm//86\nZDIZioqKMGTIEEyZMgUSiQQ5JRUIT8hW2WNTSMQoi4+EfqeRYGsIoGntAqFjW5Q+DlUqRwSExmcj\nt6TiXd7yG+GTIrekpKQ3mu3VBFtbW0ak91PD9u3bcfHiRVy6dIlZ0RARHj16hFWrVqFNmzZwdXXF\ntWvXMH78eKSmpuL8+fOMme1Dg81m4/Llyxg5ciT69u2LPXv2qC3HYrHw66+/ori4GPPmzatTG/90\nJgFekRuHw4GBgQE0NTWVzu3btw99+vSBqakpbt68CQsLC8hkMlhaWkIgEKhMAmbOnAm5XA5/f394\ne3tj9OjR+Prrr+s8mdLU1MTjx4/Rvn17uLu7M+bIhISEaq+LiYmBqakpFi5ciPT0dLVlpk2bhpyS\nCoTFZzHZ0yvB1tCEfscR4OqbgsViQ+jYBlw9U1S8VCYyIiAkLktlICwuLsby5cthZWWFLVu2oKKi\nQq1jS23Rt29fnD9/HgpFHQS7/+WoFJn+4osvMGfOHLUZJyohFouxa9cuuLu74/jdVLVlZHlpYLE5\n4Bn8PRHjmdhDmp2i2jaA4/fU1/Mh8UmR27u0s3fo0AHHjx9/J3V/KMTGxmLWrFnw8/ODu7s7IiIi\nMHfuXDg6OqJfv37IzMzETz/9hMzMTBw4cABDhgyBrq7uh+62Wvz222/w8/ODj49Pla7xGhoaOHHi\nBC5fvozNmzfXuu5KcsvNzcWuXbtw9uxZPHnyBGKxGNbW1nj69ClTloiwfft2TJs2DcArB4f+/fvj\n8ePHcHBwQF5eHpKTk5Xq53A4CAgIwA8//ICnT58iICAA5ubm8PT0rPNzYLPZuHLlCsaMGQMvLy/E\nxsbWuHKTSCQoLi7Gpk2b4ODggIEDB+LmzZtKZRo2bAhRy961WvXKS/MhzUuDhrGNyrkKsRidx81H\nfHw8SktLsXr1alhaWmLt2rUoLS1lwhDehpgcHBwgEolw9+7dN67j3wqFQgGJRIIXL15UWYbNZqNL\nly5Yt24d7iZlKLn7M/VIy8HiC5Sv4wuhkKhOOsQyBeIyit++8/WMT2rPLS0tDSKR6J3UPXXqVHh7\ne0OhUHwSCUxlMhk8PT3h4OCA5ORkmJubw9raGt7e3jhx4sRbJfT8UFi+fDmsra0xadIkpKSkqM07\np6+vj+DgYLRv3x52dnbw9vausd6oqCjMmjULL168wJQpU6CrqwuxWAypVAoWi4UGDRpAV1cXHTp0\nQO/evaGhocF41p49exY7d+7E6tWrIZFI0KtXL6xevRq//vqrUhtOTk5YsGABJkyYgJCQEFy/fh12\ndnaYMWOGSkLT2mD37t1wcHDAkiVLVFaW/4Senh7YbDazWjpz5gwuX74MW1tbLFq0CF9//TU0NDRg\n7Ngc5TXMh0kuQ86Z9dBu2h08Q2uV82weH9kSHho3bgwWiwUul6vWgeXOnTvYvXs3pFIpZDIZ5HI5\nZDKZ0qvymLp3Ho+HSZMmoWnTppDL5VW+FAqFyufX3//5uaYXESm9V36ufP3z7+peAFQ+M8+5bo6A\nSlAoFAgLC8P169dhPNgPPLuWav5PAlCFMpFRRRnYGgKVsgBQJFbvhPQh8Ul5S7Zu3RqmpqY4d+5c\nvdetUCjA5/Nx+PDhf3WOt8zMTAQFBWHhwoXIyclBly5d8OWXX8LLy6vazMz/Jly4cAEDBgxA586d\ncenSJbWTkTt37qBv3744d+4c3N3dq63P1NQUd+7cgZWVFaytrZU26v8JNpuN3r17Y/fu3ZBIJGjd\nujVevnwJR0dHKBQKBAYGol+/fmodUeRyOTp06IAxY8Zg6tSpOHLkCL755htcvHhRKZ9ZXXDo0CGM\nGDECAwYMqHIfLzAwEMOHD1c7YPL+33GkcePGkLWfiDJRgyrbIlIg58w6KCrKYDLYDyyO+rmzOOkO\nMo8tr7bfXC4XfD4fLBYLbDYbLBZL6bO699c/V1RUIC8vD7a2tsw5DocDFosFDoejdOyf7/88xuVy\nlT5Xvr/+mcPhVHmMx+MxnzkcDng8ntLn149Vlv/n+z+PaWhoKB0rLi5GXl4esrOzkZWVBR8fnypN\nuxwOBw0aNECjRo2Q49gPGZqqkxCFRIwXvwyDxUR/xjSZE7QBHB1DiLqMVSk/qLklNg1trnL8HeG/\nFwrg4OCAHj16qMyK6wvNmjWDmZlZtY4L7xoFBQXYs2cP5s6dW+uVVXx8POOuX5lYMzo6GiEhIW8d\n3Pyx4sGDB2jfvj3s7e1x//59tXFeQUFBmDx5Mq5fv16lqs3Lly/h7OyM3NxcsFgsLFu2DGvWrIFE\nIqmy7UqnJkdHR1hbW+PYsWMwNjYGh8NBYWEh/Pz8GBPnPxETE4NOnTrh7t27sLW1xbBhw3DmzBmk\np6dXmXy1qKgIL168QEZGBjIyMpCVlYWsrCzk5uYiPz8f58+fR3l5Ofh8PoyMjCAWi1FRUQGJRAKZ\nTFajCbByP6fRmFVIhonaMkSE3ODNkBVmwmTIcrCrCRMY1NwSY5yAiRMn4t69e2pJ1dfX940ykVdC\nIpHAxMQE8fHxtRYN+NggkUgYz9WMjIxq3wUCAczMzGBubg4zMzPcunVLyVwOvPo/Vv4OdHV1wefz\nwXHtBXLtBxZX9feRffpnACwY9pkFSdZTZB1bDrOR65S8JQFAk8vGnC8aYXKnqic+9Yz/XihAYWGh\niudafWLo0KG1jgFTh5ySireSKcrJyYGnpyeePHmCnj17omnTpmrLKRQKpYSexcXF8PLygp+fHwwN\nDdGuXTv89NNPnyyxAUDz5s2RkJAANzc32NnZ4dGjRzAwMFAqM2DAAKSkpKBfv364fv26WpN25X5b\n5URi1KhRWLt2bbVtV1S8cph4/PgxSktLERMTA2traxgYGIDD4WDu3LlwcnLCwoULoaGhgbS0NGaQ\nysrKgpOTEzw8PNCiRQsUFBRAKpXCxMQERkZGKC8vh0QiYcx1lcRQuSLh8Xjg8/nQ1NSEUCiElpYW\ntLS0YGNjg6SkJBQWFmLmzJmwsbGBqakpLCwsGJdzdWCxWCAiZGZmQnLtIoRtv1ZLXHkX/SHNfQHT\nYSurJTZNLhuNzXXQvHkD3LlzB7GxsZg4cSJu3LihRHLZ2dnVPuOaoKGhgR49euDChQsYM2bMW9VV\nnyAiFBUV1UhWGRkZKCwshImJiRJpmZubw9XVFV988QXzt6mpqYoj3fLly/HDDz+otF353czOzoaD\ngwP2rZyF8afS1O67GfSchtzgzUjdOgJsgS4Me05TITbg1Yrnq5ZVx5l+KHxSKzeBQICAgAB88803\n76T+wsJC6OvrIyEhoU4KKNXrtbFBQI0yRS9fvoSHhwfS0tLAYrGwaNEiLFu2jDlfXl6OkJAQnDp1\nCkFBQTAxMWECqlu1agU2mw2JRAJTU1O4ubkhPDz8zR7CvwwlJSVwdXVFfn4+7t+/r1aabe7cuXjw\n4AEuXLigssJbu3Yt0tPTlXQ2nZ2da5QnY7PZUCgUcHR0RH5+PgoLCxkCkkqlSo4ZlWYsHo8HTU1N\n8Pl85ObmwszMDPb29uDxeLhy5QpatWqFIUOGwNTUFGZmZrC0tISFhQX09fWr3Qdevnw55HI55s2b\nB1dXV5SUlCAqKkrJDM1ms6vcx2Gz2XBzc8Ohk0Hovf22yixfVpiFtB3jAQ4PLPbfYQIGvadD20V5\nAsXnshE5v5vKZC4xMRGTJk1CWFgY0w93d3f8/vvvb6wsExAQgAsXLuDo0aNvdH1dIJPJkJWVVSNp\nvYcOnykAACAASURBVHz5EhwOR4msqno3NDSsUlGkJuzZswcTJ05Ue04gEGDu3LlYsWIFWCwWJu2/\ng8uxmWolt2oCiwX0cjZ933Fu/z2zJIfDwc2bN1VETOsT5ubmGDRoUK3jcGrSa6tEdTJFz58/R/v2\n7ZGZmQmZTAbgVfxSZGQkzp49i9OnTyMkJATNmzdnCK1BA1UTQceOHfH48WO8fPnyrTTr/m2QyWRo\n164dHj16xIg1p6WlIS0tDZmZmcjIyEBAQACICK6urigsLERRURFKSkrw4sULhjgqV0u1MeNpaWmB\nx+OhZ8+eiI2NRXZ2Njp16oQvv/wS5ubm4PP56N27Nx48eKDW2vDo0SN07doV9+7dg7W1Nfbu3Ytx\n48YhLCxMSa+wNjh8+DD++OMPHD16FFKpFG3atEFsbCy2b9+O+/fvIzQ0FI8fP1Z7rUAgwJo1azBr\n1iwAgOlXftBs0KZaya2qn0vNA2FKSgqmTp2KmJgYpKenQyqVonXr1ti7d2+dSS4jIwPOzs7Iyspi\n9g7riuLi4lqZBfPy8mBoaFgjaZmZmb0TkWSJRILff/8dBw8exN27d1FaWgo+n8+s1CohEAiwfv16\nxpsXqFqhpDb4mBVKPhlyk8lk4PF4KCkpeSMdw9pi9OjRCA8PR0qKarzHP1Efem1JSUnw8PBAbm6u\n0qDKYrHA5/PRp08feHt7o1+/fjAyMqqy3lWrVmHp0qWIiopSUtr4N0EmkyE9PZ15ZWZmIisrCzk5\nOcjLy2NWSMXFxSgtLUVZWZmKGa8SlZ56lWY8Pp+P/Px8iEQiNGzYEHp6ehCJRAgODsbQoUPRokUL\nmJqaMsTk5uYG4JUiRnl5ObPaEAqFmDlzJnJzc+Hs7Iw5c+agd+/eePLkCQ4fPszIdwHA/PnzUVxc\nXOVEacWKFYiMjERwcDBYLBYGDRqEy5cv4+XLl3UaIO/evYvx48dj1apVCAwMRGRkJJ49ewbglfdo\n5R7fy5cvmRVlJUGfOHGCkRaTSqXQtnGB6YifwOZV74GpDnUdCK9evQpfX1/cv38fUqkUrVq1wt69\ne+skityqVSts3LhRSStVLpcjOzu7VqRFRNUSVeVnY2Pjdyo3pw737t3Dtm3bcOXKFaSmpjIZB4YO\nHQofHx+cPn0a06ZNQ0lJCYBXxLZv3z61DnGftSU/YnKLj49HkyZN3nng5p07d9CmTRuUlZVV62Jd\n3WyoNCYcBdcPQ16UDY6WCIb9voWm9d+EUzkIcIvS4enpiYKCArUmI1tbW5WYKXW4ffs22rVrhw0b\nNuDbb7+t3Y3WMypXQenp6UrSTrm5ucjLy0NBQQGKiooYYiovL1dyenjdjPe6F5qmpiYEAgG0tLSg\nra0NPT096OvrQyQSwcjICEZGRsxAZGFhgU2bNmH37t345ZdfmNVIJTIzM+Hh4YFly5ZhzJgxEIvF\nEIlEyM/PV/lfczgcKBQKbN26FfPnz0dZWRkEAgG2bNmCCRMmwNLSEuHh4WjYsCGsrKyQm5uL3Nxc\npb2R7OxsODk5ISoqCtbWqh5rlaus2bNnY+zYsVAoFLC0tISlpSXu3LlT7fMuKyvDkSNHcPLkSdy6\ndQtZWVngcDiwtbVFhw4dMHToUFy6dAlbt27Fzz//jCFDhsDZ2Rnl5eXg8XgwMjLC1q1bUVhYiJs3\nbyIyMhKPHj0CAFh2GQZem6Egdu1XQ28zEP7111/w9fXFrVu3qiW5srIyFXIKDAxEUVERrKysmOM5\nOTkQiUS1Mg1qa2t/NCExxcXF+PXXX3H06FFER0ejoqICVlZW6NGjB6ZNm6ZiscrMzISNjQ0kEgm0\ntLRw9uzZarMD1IeV6T3h0ya3oqIirFu3DiKRCCYmJkhKSsKqVavw/PlzGBkZvdNZlFAoxNq1a6vN\n8VaVHbv82X3knt8CY+/50LBoBHlJHgCAq/P3qovFApobsXBuwcAqRWyBVzOxsrKyavtaKSTr4eHx\nRl6eCoUCWVlZKk4P2dnZyMvLQ15eHrNaKikpYVZLFRUVzN5S5YTjdacHDQ0NxulBW1sbOjo6DDEZ\nGhrC0NAQJiYmjNODhYUFzM3N68WcunbtWixYsADz5s1T8ciLjY1Fly5dcPjwYejr62P06NHMoP76\nM+FwOLC2tkZycjJ0dXVRUVGB4OBgfPHFF7h37x6++eYbxMfHo6CgABYWFrC3t1dr+vvuu+9QVlYG\nf39/tX198OABevbsiQcPHsDCwoIRuF64cCFWrFjBlMvKysK+fftw9uxZREdHIz8/H3w+H46Ojuja\ntSuOHDmCO3fuqJhAN2/ejDlz5mDy5MnYt28fxGIxuFwuFAoFhEIh5HI5SktLmfJ8Ph8TJkzAoVsv\nYNB9IhRszjsdCBUKBXJzc5GRkYGIiAhs3boViYmJUCgU0NfXR4MGDVBcXIyMjAxIJBKYm5srkZNU\nKsW5c+ewa9cu5riJickbmynfN8LCwrBz506EhYUhMzMTWlpaaNWqFUaMGIHRo0fXGMPYqFEjZGVl\nISwsrEqnodcRnVqA7WGJCI3PBgt/p7kB/vYP6OpkjGldHN+3KfJ1fNrklp+fD2NjY7BYLGhqakIm\nk0EsFkMgEKCiogJCoRATJ07Epk2b6r3tjh07QiKRqKg4VCKnpAIdfv5TrQfSy/2+0HLrCZ1mPdVc\n+Te4LAJOL0FRdrqKSfJ1FBQUVKnKIhaL0bZtW6SkpGD79u3Izc1lNDIrV0uvE1N5eTnEYjFjxqsM\nOAWUnR74fD4EAgGEQiF0dHSgo6PDrJYMDQ1hZGTEOD2Ym5vDysoKBgYGH1Xw++HDhzFy5EgMHjxY\nxeEgLCwMQ4cOxaxZsxATE8OIZld6uz58nos/gi/i64H90dhMF6F7VmPq+FHMrPjHH39EYWEhNmzY\ngMjISIwcORIeHh5MPRKJBE+ePIGLiwuysrLQuHFjREdHV5nZYNmyZbh//z5Onz4NFouFXbt2YerU\nqRg5ciRiYmIQFxeH0tJS6OjowNnZGb169cLYsWOVwhu6du2KRYsWqY2XO336NAYPHgw+n1/tZInL\n5aJBgwYYMGAA1q9fj8i4VOy9nfFGA6FYLFZysqjKLJiVlQVdXV2lFRWbzUZkZCSePn0KhUKBJk2a\nYM+ePWjXrp3KKksul8Pc3By3b9/+V8RxZmdnY/v27Th58iRiY2Mhl8thZ2eHvn37YsaMGTUKYP8T\nt2/fhomJSZ3vPbekAsfvpSIuoxhFYil0NXlobK6Dr1q+3wS0VeDTJjcA8Pb2rjIwVSAQ4ODBgxg0\naFC9t7tnzx5Mnz5dKWPx69gZnoRNVxJUyI0UcjxfPxj6HUegJOoSSC6BsGE76Hcdr+I+rcllo7uJ\nGOc2zGE21tXB0tISLBaLISZ1Tg+V+3OVZjyhUMgQU+VqycDAgFktmZmZwdTUlDGBvQu9zo8BERER\n6NGjB9zd3XH16lUl8j1w4ACmTZuG2bNn46tJ8+rk7dqmTRv8/PPP6Nq1K3799Vf88ssvGD9+PHx9\nfZGTk4NevXohISEBhYWFYLPZ8PX1RUVFBbZu3aq2nxKJBM7OzrC1tUV6ejqePn3KxNl17twZgwYN\nwqhRo1RCHV7HlClT0LRp0yoT7969exeenp6Qy+Vqv2sCgQB6enpo0KABnjx5gsLCQmzevBmTJ09+\nbSAsQk5RGbgKKQy5Yjiyc1Cck6GWuMrLy1X2rdS9m5iYVCmG/ujRI8ybNw8hISGQy+Vo0aIF9u3b\np7KnPHr0aHh4eGDq1KlVPp8PBYVCgbNnz2L37t24fv068vLyoKenh3bt2mHcuHEYPHjwe9/L+xfg\n0ye30NBQeHl5MRumleBwOOjUqRNCQkLeib28pgSm3x65j1MPVAVoZcW5SPMfAw0zRxh/tRQsNgfZ\nJ1aCb9MUos6jVcqXPPwTuec2VtuXzp07o1mzZjA2NlYy46WmpmLw4MFM6pXPUI+4uDi0bt0aZmZm\niI6OViJye3t7sBt1Bq/NUFTIFbUyv83wtMSSoZ0YD73Zs2fj7Nmz+PXXX2Fubo7u3bsjNzcXGhoa\nuHXrFpydnZGZmYkmTZrg4cOHsLS0hEwmQ1BQEI4ePYobN24gNTUVcrkcbDYbPXv2xMiRI+Ht7Q07\nOzvGa7YmbNq0Cc+ePatW/Ds1NZXxFv0ntLS0wGazIZPJMG7cOJw6dQoKhQJt2rRhSCszMxNCobBW\ne1kikajefptxcXGYO3cuLl26BLlcjmbNmuHAgQMMyQUGBuLAgQM4e/ZsvbT3tkhJScG2bdsQFBSE\nxMRX4tKNGjWCt7c3pk+fXm1uws8A8F8gNyKChYUFXr58qXRcIBAgJiZGbZ6t+kJ1CUzH772NP+Oy\nVI7LxSVI/WUYDPvNgXbT7gCA0rjrKIw8AovxqoNOJ0cRrJLOYtu2bSgtLVVrmoyPj0ejRo2UjpWU\nlMDMzAzdunWrc+qU/yKysrKYgfDhw4cwNTUFEcHMcwi0PEdBwa79zJnHIlhm3UTY7lf7Yd27d8df\nf/3FxB1V7l9xOBw0bNgQsbGxKCkpwZdffomEhASIxWLG+cPOzg6enp745ptv0KNHDyxZsgRxcXE4\nceIEWCwWHj9+DDc3N/z4449YvHhxtf06d+4ctmzZwuy7EhEKCgpUVlRBQUFqYyC1tbWZ79WAAQOQ\nlJSE69ev4/Dhw0regzXtAb1LPHnyBPPmzUNwcDBDcvv374eVlRVsbW2RmZkJgUC9NuK7hEwmQ2Bg\nIPbu3Ytbt26hqKgIRkZG8PT0hI+PD3r37v1Rmez/Bfj0FUpYLBZmzpyJFStWMCZCoVCIBQsWvFNi\nA6pPYKqrqf6xcjS1wdFRdtevbvZ6MegP5J7dBBaLVeWem7rJiaenJ3R0dHDq1Kkq6/6Mv2FiYoLn\nz5/Dzc0NDg4OuH37NlLLONBsP1yF2F4eXICK9HgmWJmjYwjLSX/LaEmJhTSTtohOLYCblT6ioqLA\n5XIxfvx4Ja0/uVyOuLg4iEQiFBQUQFNTE1KpFOPGjcO0adPUpixZunQpWrZsiaNHj2Lo0KFwcXHB\nhg0bMG/ePPTr1w/NmzeHVCpVK9kUHx+Pa9euwcPDgznO5/OVzH937txBcnIyBgwYgIiICGYFp6Wl\nhalTp2LdunWIi4uDnp4e8vPzYWBggFatWr1TVaC6oGHDhjhz5gyePn0KX19fnDlzBm5ubnBzc0PD\nhg0RFhaGPn36vJe+xMTEYOvWrbhw4QJSUlLA4/Hg4uKC77//HlOnTq3WhPwZ9YN/9coNeOXuamtr\nywQr2traIiEh4Z0HKaekpMDOzg7Z2dkq8WVV7bkBQEHEAZQ/vQuTIcsADhfZx3+Epk1T6HcapVSO\npZBBfv8UUq/srVYB/OTJkxg4cCBDkt999x1++eUXJCQkVKmX+BnqoVAo0LlzZ9y8eRPt5/+OZKkO\nwFKeUb88uABarl2h06xXlfWwAPRyMcWy7pawtrZm1ODV4YcffsDYsWNhY2ODOXPmgIiU1FCAVxOY\nSo/AP//8EwsXLoSvry8TYBwUFMSo5xQVFcHY2FjFFGhiYgJfX19cvHgRtra2MDMzY0ywz549g4eH\nB0pKSnDx4kV06NABYrEYxsbGKCkpgYeHB2JjY1FaWqqkqWloaIhJkybhp59+esMn/m7x/Plz+Pr6\n4uTJk5DL5TAwMEBoaCgTo1ifEIvFCAgIwKFDh3D//n2UlZXB3NwcXbt2xdSpU98ofdFnVIlP3yxZ\niV69euHSpUuMTFFdFRzeFCKRCDNnzsSPP/6odLw6b0mSy5B35VeUxoSDxeVBq3FHiLqOU5E0IpkE\nqf5joSgvqrJ9NpsNY2NjSCQSuLm5QSQS4dSpU1i2bBnmz5//QUwwnwK+GjEWty281YrJ1obcgFfe\nrmk7xkNcUL1G4uXLl2FgYICMjAzExcXBz88PQ4cOZciscuXF4XAYssrKyoJCocC4ceNgbm4OAwMD\njBw5Ek2bNkVERESVkk1NmjTB0aNHlTRJ9+7di4kTJ8LV1RVXr15VCg5/+vQpPDw8kJWVxYhHv74F\n0L9/fyQnJ6uESnxsSEtLg4+PD86fPw8AcHV1xcGDB9+a5G7evInt27cjJCQE6enpjEbnsGHDMGHC\nhHcqJvEfx3+H3C5cuIA+ffqga9eu+PPPP99bu/3798fTp08RExOjcu5t9dpam/KQ+Pt8teniKzF4\n8GAcP34cmZmZiIyMxNdffw0LCwuIRCLEx8fD1tYWzZo1g5ubG/NubW390QSlfqzYGZ6ENWejgSrI\nTZrzHADAM7CEfqdR0LRVHSRZChkkd08iPWRftW1pa2ujQYMGzArr0aNH0NLSwvTp05VWXq+TTnl5\nOZo3b47Vq1dj8ODBAF7Fw7Vq1Qrr1q3D3Llz1bY1cOBAjBo1CoMHD4ZCocCwYcNw/PhxtfF+wCvT\naa9evcDn8xEcHAwDAwPk5uYy548ePYqRI0dWmyHhYwERwdLSEq1bt2b25FxcXHDw4EGVLOtVoaCg\nALt27cKxY8fw6NEjSCQS2NjYoGfPnpgxY8Y7WRF+hlr8d8hNJpNBQ0MDsbGxdY4DeRucO3cO3t7e\nkEgkKhvC9aXXtmTJEqxdu1ate7abmxs2btyI7t27w8XFBUVFRUhJSWFEkuPj4xEVFYXo6GjmXSwW\nK5Gdm5sbXF1dP1l3/zdBVd6uAFCRHg+eoTVYHB5KYyOQd3knzMdtAU9krlJWlhiJtOOrGWV9dejd\nuzezogCA9PR0uLq6IiYmBmZmZlX2MTIyEoMHD8bDhw8Zs/hPP/2EJUuWIDo6Wq1E1fz586Gnp4fR\no0ejffv2yMnJQVBQELp37662jeXLlyM8PBxXrlxhwhA6duyI0NBQxnOSz+cjNDT0vVlL3gZTpkxB\nw4YNMXr0aMyfPx/79u2DXC6Hs7MzDh06pEJyCoUCISEh2LVrFyIiIpCdnQ1tbW24u7tj1KhRGDFi\nxH9Ko/UjwqdPbkxQ7Ys8nAwKxtAvveqUQuZtUVMC0/rSa1u9ejVWrlypknzQ0dERSUlJjAL98ePH\n8eWXX1Zbf1ZWFqKjo5UILy4uDjY2NiqrPBsbm3/tKk+hUKCkpIQRQa58f/1zVe/ZTQaDLGqnv5l5\nZCkEDdyh23qAyjl+TgLSDvvhu+++w44dO1BaWqoUtqKpqYnvv/9eJTXJrFmzwOVysXFj9WEgc+bM\nQVZWlpJjU4cOHRAfH4+XL1+qxEft2bMH+/btw40bN+Do6Fhlmh8AuHLlCkaPHo27d+/C3Nwcurq6\nmDZtGrZt2wZzc3NERUVBKBTC3t4eHTp0wIEDB2p8Vh8aZ86cwS+//MJYd3Jzc7Fw4UIEBARALpej\nSZMm2LJlC8LDw3Hq1CnExcVBoVCgQYMG6NevH2bMmKFWkPwz3js+XXKrjxQy9YWaEpjWVq8NpADk\nMiz1csX4jqrpdFasWIE1a9agrKwMfD4flpaWyM/PR+PGjXHjxg2Ym5vj5cuXEAqFjNt4bbMjSKVS\ntau8srIyZnVXSXiurq7vdC+BiFBeXq6WdGpDTK8r+guFQujp6UFXV7dO7z+FZeB+fu0ciTOPLoPA\noRV0W3upnKuIi4BD1jVcv34dCoUCERER2LJlC86fP89ki/75558xb948pevS0tLQtGlTxMbGVpto\ns/L/s3HjRnh5vWpfLBbDxMQE7du3x4ULF5iyCoUC/fr1w4ULFzBlyhTs2LGjynrT09PRqlUrHDx4\nEN26dQPwan/33r17sLCwQNOmTSGXyxEdHY1ly5bh/PnzSE1NrdXz+pAoLS2FmZkZ0tLSoKurC+DV\nczlw4ACWLFmCFy9eAHh1rx4eHpgzZw4GDRr02U3/48OnSW4fm7jn6tWrsWbNGhQVVe34URu9tib6\nCpxf/y24RenYsmULxo4dq+IYsHz5cqxbtw5yuRwpKSkoLS2Fk5MThEIhrK2tMXHiROTm5iIwMBBJ\nSUnQ0dFBr169sHTp0jfKBJCdna12lWdlZaWyyrO1tYVMJquSbOpCTFwut86E9M93bW3tN86FNX7d\nIYTmaIH+EQagEJegIj0emjZNATbnlVnywrZXZkkDS6WyfA4LueH7MKq1uYoEXEFBAQ4dOoQtW7Zg\n2rRpKgLOADBz5kzw+XysX7++2r5GRETgm2++waNHj5hV2M2bN9G+fXts27YNU6dORVZWFtq3b48X\nL15AQ0MDRUVFVa7IZTIZunfvjh49esDPzw/AK29KBwcHJpBcLBajRYsWSElJwZ49ezBixAiIxeJ/\nhYmud+/eGDBgABITE3Hu3DnG8tG4cWP06dMHubm52LdvH2QyGZycnBAYGFgrTcbPeK/49MjtXaZl\niImJQWZmZp2zU9clgWl1em3avFfB50QEgUAAU1NTbNu2DX379lUaiPz8/HD37l0EBwejUaNGkEql\nSExMREREBPz9/fHnn38yoqpnzpzBgQMHkJycDJFIhL59+8LPz09lX1KhUKC4uLhWxJSfn4/09HRk\nZGQgLy8PRUVFEIvFjKs7n8+HtrY2I2gtEonqTE4fepD0mTkXf2p3hRzKM3Z5WSGyji6HNC8VYLHB\nM7SCfseRENirxqTx2EDh/llYv3IZRo9WVZ+pCampqXBzc0NcXBxMTEyqLTtz5kwUFxfj999/Z44t\nX74cK1euhL+/P2bPng1LS0tERkaicePGSEhIgLGxsdq6Fi9ejNu3b+P8+fPM5GDPnj2YNWuWkoCy\nQqFAz549ER4ezuhdjhs3rs73+T4gkUhw8OBB7N+/H9evX4dEIoGxsTE6d+6MyZMno3v37kq/sZKS\nEixduhRbt26FTCZDo0aNEBgYqDb28DM+CD4tcot6UYCvd0Qg7dw2iJMfQCEuAVffDKLOYyBo8Mr8\nVp78AHmXdkJelA0Ni0Yw6jcHXD2TavNI5ebmYsGCBfjtt9/g6uparXdiVahrAtOqYGJiguzsv13H\ntbS04OTkhO3bt6Nt27ZKZSdOnIj9+/cjNjYWAoGAIZ/ExEScPHkSly9fhqmpKVq1agU9PT1ERkYi\nMTER5eXl4HK50NbWZoRyS0tLoaWlBV1dXYZk6kpIUqkUT548wcOHD5lVXmxsLCwtLVVWeXZ2dh/1\nXl7Hjh1hPGgR7udUL7lVFVgsoIFGCe5unoKIiAgl1/u6YPr06RAKhWo9GV9HSUkJ3NzcmMlQJSq/\nTyNHjsTevXvBZrOZ1EfqZOPOnz8PHx8f3Lt3T4lQJ0+ejIsXL6pNrzRx4kTs2bMHTk5OiIuLe6P7\nfBeIjo7Gtm3bcPHiRWbF6urqim7dumHfvn1IT0+v0dxYVlaG5cuX45dffoFUKkXDhg0RGBiIli1b\nvqe7+Iwq8GmR26T9d3AxKgWFf52AdtMe4OgZozzpDnLOrIPF+G1gaWgibZcPDPvMgtCxDQoiDkCc\n+hjmozeozQAslUqxbds2LF26FFKpFBUVFbCzs2OSONYFdUlgWgmJRKKyQpoyZQri4+NVynI4HBgY\nGMDOzg4VFRXIyMhAdnY2I4isjnC0tLSQnZ2Nx48fo6SkBJ07d0bfvn2hpaWFP/74A+Hh4cjJyYGx\nsTEGDx4MPz8/WFhY1Pneq4NMJkNCQoKSWTMqKgrFxcVo2rSpEuE1bdr0nWQoriuICPr6+gi6Ho3J\nR2Pf2NvVOeMSgva+kk170/QqL168QLNmzWq1evvzzz8xZswYPHr0CESE9u3bIyEhAVwuF71792bU\nasaMGYPOnTtj/PjxKm25u7vj6NGjKp6Pnp6e4PF4CA0NVdt2jx49EBISAl9f3xqJ+F2htLQUu3fv\nRmBgIKKioiAWi2FhYYHu3btj2rRpSpNDJycnHDp0CK1atapV3WKxGD/++CPWr18PqVQKR0dHHDly\n5DPJfTh8OuRWXVB0+p4Z0OvwDRTiYpQ+vAKzUa/2KBQSMVK3DIf5uM3gGVqDz2Ujcn43GGrzceHC\nBUyaNAl5eXlKphZjY2NkZalqQr4OuVyuYsK7c+cO5syZgy1btkAsFtdqb0kmk6mskJKTk/H8+XO1\n7VZKjfXv3x/9+vXD0KFDsWfPnlqZ8O7fvw9/f3+cOHEC/fr1w/Tp09GuXTukpqZi5cqV+OOPP5Cd\nnQ0LCwt8/fXXWLx4cbVZvd8Wubm5Knt5MTExsLCwUApRaNasGezs7N7rhv6zZ8/QsWNHpKamvpUZ\nfO0kL1RUVKidrNQF06ZNg46ODn7++ecay06ZMgXPnz9HWFgYDA0NcePGDTx9+hRdunTBnj17MG7c\nOKxatQpFRUVK9UmlUnTu3BleXl5YsGABpk+fjpMnT8LR0RHNmjXDwYMH0aVLF/j7+8Pc3Fxl1Z2V\nlcU4vnz55Zc4ceLEW91zbXHt2jXs2LEDoaGhyMjIgFAoRIsWLTB8+HCMGzeuShGDuXPnQiQSMXuK\ntUVFRQVWrlyJtWvXQiKRwMHBAUeOHKm149Zn1Bs+HXKrSs5KXpqP1O3jYTF+C4rvBYMUMhj2+jul\nR/ruadDzHAGtxh2gyWVjqLM2Lm7+DtHR0Spu9QDA4/EwY8aMaomprKwM2traKiuly5cvo02bNmjf\nvr3KSkqdGU8gEKgMEv7+/vD19VVKpcPlcqGlpYV9+/ahf//+cHBwgIaGBhISEur8HPPz8/Hbb79h\n+/bt0NPTw/Tp0/HNN99AIBAgKSkJK1asQFBQEPLy8mBjY4NvvvkGCxYsgL7+u09KKJPJ8OTJE5VV\nXmFhodpVno6Ozjvpx6lTp/C///0P586dA1AHb1cQBDwuFvdtjBFtbSEUCvHVV19h//79b9Wf58+f\no3nz5oiPj69yn6wSs2fPxpYtW+Dp6Ynw8HBmUvD9999j06ZNSExMxO3bt3Hw4EGcPHkSFy9eRJcu\nXeDn54eYmBgEBQWBzWZj8+bN+P7775WCsyuJQqFQwNHREWFhYUoTIJFIBG9vbxw+fBhubm64ceNG\nvadqycvLw44dO3D8+HHExMRAKpXCzs4OvXv3xvTp09XG9qlDSEgIFi9ejL/++uuN+iGVSrFmI2QP\n3QAAIABJREFUzRqsXLmSIbnAwEC4u7u/UX2fUWd8OuSmLqiW5DJkHV0Grsgchr1nICd4MzhCPYi6\njGXKvNz/HbSb9YK2Ww8AQOnjUOQEbaiyHRaLhbVr1yqtqNR54albSXTs2BFSqfSNfzDAKymmIUOG\nKKUcMTIywqNHj2BqaooRI0bgxIkTSE1NfauVlUKhwMWLF+Hv74+bN29izJgxmDp1KhPDExsbixUr\nViA4OBhFRUWwt7fHqFGj4Ovr+95Nh3l5ecwqr5LwKgOcXye8Zs2avUpR85arvB9++AEVFRVYvXo1\nc6w6b1cOyaEgQumTW+ggKsEfezYjNTUVjRo1wrp166rMn1YXTJ06FXp6elizZo3a8yUlJejUqRMe\nPnyI2bNn4/jx43j48KHSBMDNzQ15eXk4d+4cvv76azRp0gSnT5/G4sWLsX//fty7dw+GhoYAXjmz\nODo6Mnqtr4PNZsPNzQ23b99WIq9evXohMzMTJ06cQMuWLaGvr4+HDx8yLvdvAoVCgQsXLuB///sf\nrl69itzcXOjq6qJNmzYYM2YMhg0b9kYEWulQkpiYWOOEoTrIZDKsW7eO+c7Y29vjyJEjn0nu3aN2\nG/ZEVJfXB8G432+R7YKzzMtm/hkSNulImg6tyOa7U2S74CzptBpA2i36KpXjGduS0cCFzN+j/ned\n1qxZQ0ZGRqStrU14RdbMi8PhUGlp6Rv1cffu3cTn89/qPpOTk0koFBKLxSKhUEjffvstsVgsOnHi\nBB06dIhYLBYFBwe/VRv/RFJSEvn6+pKRkRH17duXzp07R3K5nDl/7949Gjx4MOno6BCLxaKGDRvS\n6tWrqby8vF77URfIZDKKjY2lI0eO0KJFi6h///5kbW1N2tra5OHhQZMnT6bt27fTtWvXqLCwsE51\nDxo0iAIDA9WeyykW087wRPo28D55zN9L9sOXU4P+k+nKtZt06dIl4nK51KVLFwoODiYdHR26fv16\nfdwupaSkkIGBAWVnZ6uci4yMJC0tLTI1NaWkpCQiIpowYQJNmTJFqVx+fj4JBALq3r07ASBNTU3i\ncDgkFAopMjJSpV5nZ2eV3wcA0tLSoqdPn6qU379/P2loaDBtWVpakp6eHiUnJ9fpXl+8eEHz58+n\nJk2aEIfDIQ6HQ05OTuTr61vnuqrDoEGDaN++ffVSl0wmo59//pk0NTUJANna2tKtW7fqpe7PUIta\n8dW/gtxmB957jdiCSKtpD+LbNCXreSeY4wa9ZxDfsgnzt/Xc48Ti8snCZwdz7NvA+0T06sv4xx9/\nUKtWrUgoFBKbzSYAJBAIKCMj4436KJVKicVi0bVr1974PuVyOfF4PHJxcaGEhAQiIho3bhxpaGgQ\nl8ulGTNmvHHdNaGsrIwCAgKoZcuW5ODgQOvXr6fc3FylMjdu3KD+/fuTlpYWsVgscnZ2po0bN1JF\nRcU761ddkJeXR+Hh4bRlyxaaMGECubu7k1AoJHt7e/L29qalS5fS8ePH6cmTJ0oE/jocHBwoNja2\nxrbatm1LAMjQ0JCp6+HDhyQQCMjY2Ji4XC4VFxfX271NmjSJFi5cqHRs+fLlxGazqW/fviSTyZjj\nBQUFZGVlRSEhIcwxhUJBU6dOVSGrJk2aqG3v9cG68iUUCikgIEBt+crv/82bN4mISCKRUPPmzYnP\n59Nff/1V5X1JpVI6dOgQ9erVi/T09AgAGRgYkJeXF50+fbrK/9Pb4n//+x8NHTq0XuuUy+W0YcMG\nEggEBIBsbGyqvffPeGN8OuS2IyyRGi0JJtsFZ0m7eW/SsHAi67nHlFZpVrMOEosvJKOBC8nG9yTp\nth1MGhZOzHmnJcG0MzxRpe6oqCgaPnw4aWpqEpvNpri4uDfup4ODw1v/YO7du0cSiYT5WyqVEpvN\nJk1Nzbeqt7ZQKBR048YNGjlyJOnr69P48ePp7t27KuVCQ0OpV69ezHNzc3Oj7du3k1QqfS/9rC1k\nMhnFxcXR0aNHafHixTRgwACysbEhbW1tateuHU2aNIn8/f3p6tWr9OLFCxIKhUpEoQ4SiYQZwLS1\ntZVWsWlpacTj8YjNZqtdab0pkpOTycDAgHJycqi8vJw8PDyIw+GQv7+/2vLnzp0je3t7Ki4upvz8\nfOrTpw8JhUIVcrOyslJ7/dOnT5XITUNDg/r06UMKhaLKPlpbW9O4ceOYvxUKBXl5eRGHw6Fjx44x\nx+Pi4mjGjBnk4OBAbDabeDweNWvWjH744QfKysp6wydUN6SlpZFIJHon31e5XE6bN29mnvdnkqt3\nfDrkll0spkZLgslyasCrHxuHRyyeJvMyHDCPbBecJZNhK4lrYEUsrgbxrV3JcsoehtwaLQmmnGJx\n1W1kZ9POnTvfytz27bffkrGx8Rtfrw6DBw9mBpmNGzfWa901ITMzk1avXk3W1tbk4eFBBw4cILFY\n9RkGBwdT165dic/nE4fDoVatWtFvv/32zmbd9YH8/HwKDw+nrVu3ko+PD7Vp04Y0NTVJQ0ODvL29\nyc/Pj44dO0YJCQkq93H+/HnS0dFhBv158+Ypnbe1tSVNTU3S0dGhJ0+e1FuffXx8aMKECaSnp0cG\nBgb0+PHjasuPHj2afHx8yMzMjHg8nlozI5fLVfs/JSJydHRkyolEIsrJyam2vTFjxpCNjY3K8enT\npxOLxSJ7e3vS0tIiAGRqakpDhw6lP//8s/YPoJ7RokULioiIeGf1KxQK8vf3Z+7Z2tqabty48c7a\n+w/h0yE3IiKffbfJbuFZpdVabV92C8/S5P2333kfk5OTCYDSjD07O1tpJVYXBAQEEIvFopCQEPrx\nxx+Jw+HU675DbSGVSumPP/6gHj16kKmpKS1evJieP3+utuzJkyfJ09OTeDwecblcateuHQUGBn7U\nRFeJrVu30pAhQ+jYsWO0ZMkS8vLyIltbW9LS0qK2bduSj48Pbdu2jTp27KhEEAKBgNljqTQtL1my\nhNzd3UlDQ+OtTNWvY9GiRQSAPD09a2UKzsvLIwsLCxo+fDgJhULi8/kq5Kajo0P3799Xe/2KFSsY\nArxw4UKN7UVGRhKLxSKpVEp37tyhcePGkZWVFbFYLOJyuQSAPDw8qKioqM73/i6wePFimj9//jtv\nR6FQ0K5du5h9fktLy3r7TvxH8WmR24Pn+dTY7/wbkVtjv/MU9SL/vfRTT0+PJkyYQIsXL6aGDRsS\nACWTTG2RmJhIHA6HfH19mWOurq5ka2tbj72tO2JjY2nmzJkkEolo0KBBFBISotZUJZfL6dChQ9S2\nbVvicrnE4/GoY8eOdOrUqQ/Q69ph0qRJtHXrVpXj+fn5FBERQdu2baNx48YRi8VSIQlDQ0OKjo6m\nxMRE4vP5DBkMHDhQxSxXV0ilUurWrRux2Wxyd3enJUuW1Pra06dPk6OjIz1//pxxUKrcY650LNm7\nd6/aa+Pj4wkA9e3bt8Z2CgsLaf369QyRsVgssra2VjJrnzp1ijgcDvXq1eujmOxERkZS06ZN31t7\nCoWCAgICmFW/hYUFXb16tdprCgoKVPa+P+MTIzciov03nlFjv+A6Elsw7b/x7J32q7CwkI4fP05D\nhw5lftiVZiBtbe0qZ8aV2LZtG6WkpDB/y+VyMjU1pebNmyuVy87OJg0NjXfqWFJbFBUV0fbt28nF\nxYWaNGlCW7durdIzUS6X0549e6hly5bE4XCIz+dTt27d6OLFi++519Wjbdu21ZqpFAoF7dy5U+3e\nVeWrkvj69etHmzdvpvDwcJo8eTKxWCzatGlTnfsUExNDhoaGpKenR3fv3qWkpCQyMDCo04A3fPhw\nmjNnDk2ZMoW8vLxo/PjxBIAhOR8fH7XXicViYrFYlJeXp/b8n3/+SUOHDiVTU1PGk1JLS4tcXFyq\nNHXeuXOHNDU1ycXF5YM7IslkMjI0NFT67b0v7Nu3j3R1dQkAmZubV/m9s7S0JE1NTSopKXnPPfyo\n8emRG1ElwZ2v0URpt/DViu1dE1tCQgJxOBy1oQU17WkQEZWXlxOXyyUdHR0KCgoiIqJ+/fqRlpaW\nWm+7/fv3E4vF+mg2qBUKBYWFhdGQIUNIJBLRtGnTqt0Lkkql5O/vT02bNiU2m00CgYB69+5N4eHh\n77HXqpDJZKSlpUUFBQVVltm5c2eVpPbPF5/PZxyBeDwe6evrEwBq06YNHT16lOLi4mp0XPH39ycO\nh0MeHh5Ke8Hjx48nPz+/Wt9bTk4O6evrk6WlJRUUFJBcLidNTU2aPHkyY1atRHaxmHaEJdLswHs0\nZGsI2Q9fTjvCEimnWEyZmZm0bNkycnNzY5xmGjRoQDNnzmS8e5csWUIikaja/jx//pxEIhGZmZnV\nq9PNm2DEiBG0c+fOD9b+oUOHGC9RMzMzCgsLY85dvnyZ+T41a9bsg/XxI8SnSW5ERFEv8mny/tvU\naEkwOS1RXsk5LQmmRkuCafL+2+/FFKlQKGjEiBFVzuatra2rvf7OnTvMDE4gEFC3bt2IxWJVa67o\n0aMH6evrf3SeiampqbR06VIyMzOjLl260PHjx6vtY0VFBW3YsIGaNGlCLBaLtLS0yMvL64PECMXH\nx5OdnV21ZZKSkmpNbq97GU6fPp2ePHlCc+fOJRaLRebm5mRvb09CoZDc3d1p4sSJtGXLFgoPD6e8\nvDySy+XUr18/YrFYtGzZMrX9MDQ0rHJF9U/ExcWRjo4O2draUllZGRERubm50d27d+nhw4dkbm5O\nq3cdJJ99r35Tjf7xm7L7/g+y8T1JRoMWkYFjC+rduzcFBgaqJee0tDSVfWd1KC4uJnt7e9LW1n4r\nD+W3xcGDB2nAgAEfrP1KHDlyhJkAmZqaUmhoKFlZWSl9lxYvXvyhu/mxoFZ89a9QKKkK1aWQeR+Z\nuCshl8vh5eWF0NBQFVmv/v37IygoqMprAwICMHPmTJSVlTHHzMzMcPfu3SqFjCUSCYyMjNC1a1ec\nPn26fm6iHiGRSPDHH39g27ZtePZ/7J13VFTXFod/dwpT6AICKoIUaYIoalBEFDsWMHbUmGBDMJZo\nYlc0FmwhFsQuFlQMNiIoz4Ii9oaKsQQrWEBAehtm9vuDx8TJzMCgWPIy31qzYM4595Qr3n33Obs8\neYJx48ZhzJgxMDExUXpNcXExfv31V0RERCA1NRXa2tro1q0b5s6dC2dn548+599++w2RkZHSAMOK\nuH//Pry9vVUOrs1ms+Hg4IBr165JY4AmJSWhc+fOaNGiBY4dO4Y//vhDJuRYVWg4hmHg5+eH3r17\nw9nZGTY2NjL56fz9/WFmZiaXxfvvFBcXw83NDRMmTMDJkydhYWGB5cuXY+DAgfj6668xdOhQLDtw\nHusvZoDF5VX7H5wBwOfWnCNRV1cXP/30E2bPnl3t3CQSCdq3b49r164hPj6+1umm6oKcnBxYWFgg\nMzMTfD7/k4//dw4cOIAxY8bg7du3CuuTkpIUZnSoIquwDNHX03H/dT7ySyugw+fAzkQHA10/7TPx\nI/P/E6Hkn0BpaSm5u7vLWKRxOBxasmRJtdeNGTNG4Vamrq5utWdSZ8+eJYZhKDo6uq6XUqckJyfT\n2LFjSU9Pj4YOHUpJSUnV+koRVb7Vz507l5o0aUIMw5Cenh75+fl91Df82bNn07x581Rqq6enp9S0\n/t2Pjo6OQqvSiRMnEo/HoyZNmsicpURERBCbzSYHBwfavXs3zZ8/n3x9fcnS0pKEQiG1atWKRo0a\nRatXr6bIyEjS19ent2+r353w9/cnPz8/kkgklJGRQcbGxnTp0iWaPXs2BQcHU0TSIzLsOo40TKwJ\nbA5pNuss1dgM+kyVcblhOJV/2xajV1e73e/l5UWurq4q3UsiosGDBxOLxaKIiAiVr6lL3N3dVbIG\n/ZQYGRkp3e5WdFyR/PytUs27ajdr7K6rlPz80xjWfWT+/zW3L42ioiK0a9cO9+/fR3l5ObS0tBAV\nFSWTY+vvNG/eHLdv31Zaf/ToUfTq1Uth3ahRo7Bnzx68evXqkwQ3/hByc3MRERGB9evXQygUIigo\nCH5+ftDU1Kz2urdv3yIkJAR79+5FWloaDAwM0KdPH8ybNw9NmjSps/n16dMH3333Hb7++utq21Ul\nEa2aWxWNGzdGenq6NGmrQCDAgQMH0LNnT5nrX7x4AWtrawCAUCgEwzBITk7GDz/8gOjoaEydOlVh\n2pj8/HykpKTIaHlXr16FQCCAh4eHTDYFGxsbcDgc7Ny5E0uXLsXVq1elMUGjoqIwe/ZsmJmZ4eaz\nHOh8PQ+lj28ADIOSJzdAonIY9p6icO2Ft08i78I+NBi3GUINjtIciVu3bsWECRNQXFyMU6dOwcbG\nBubm5tXe11mzZiEkJATz5s1DcHBwtW3rmiVLluD169dYs2bNJx1XGYmJifD09FRa7+DggLt370q/\nqxrcm2EAPqdmzfsfgFpz+xzk5OSQpaUlAZWxKtPS0pS2lUgkciGO8L+3M4FAQJMmTar2zVwsFlOD\nBg1q9Zb8uRGLxRQfH099+vQhAwMDmjJlisqOzhkZGTRp0iQyNTUlAFS/fn0KCAio9h6ripmZGaWm\nykew+TsbNmygYcOGUWxsrPScVSgU0vz586VRS4RCoVL/qXHjxpGGhobUFLxKO+XxeHTy5Mlazfn+\n/fukp6dHu3btouDgYOrXrx9ZWVmRUCgkBwcH4vF4NH36dIqPj6fly5eTu7u7dI4CgYAaDA4mi3fe\n8HXaDZbR3P7+4TV2It32fjX6jhYXF0vPmxmGoZUrV6q0ns2bNxOLxaJvvvmmVvfhQ0lOTiZLS8sa\ndxQ+FU2aNKlxV6Bfv35EJG9BLqNpc/kEhkXaLXt/cgvyj4xK8urTJcr6l6Cvr4/z589DIBBAIpGg\nYcOGStv+PbMxj8eDUCjEhAkT8Pz5c/z666/VamQsFgunT5/GzZs3sWqV8mwHXxIsFgvdunVDTEyM\n9Cyqbdu26NmzJ44ePQqxWHly0Pr16+PXX3/Fy5cvkZaWhq+//hoHDx6EmZkZGjRogEmTJtWYj08R\nOTk5yM3NVUkTPHr0KHr37g1vb2/07dsXQGUKlClTpkij6Ds7O2Px4sVy17569Qo7duyQppLJzMzE\nkydPwOfzq123MmxtbdG3b188fvwY8+fPx8GDB5GamorU1FTk5OSgYcOGWLt2Lbp3746ffvoJV69e\nRZMmTTB+/HhwteuBY+as8lZMRV4mytLuQrOZFwCACEh48AbZhX9lDhCJRNi+fTuaNm0KANIM2Kom\nax09ejSOHz+OPXv2wNPTU6oFf2ycnZ1RVlb2Xmmk6hqRSKTSme6hQ4cwJHA6fo79QybfYOOp0dJP\no+93geFoQGjXXubaEpEEi+Pu43Z6bp3P/0tCLdw+AiYmJjh8+DC4XG61D62rV6+itLQUDMNAKBRi\n4sSJeP78OVauXKlyShtbW1ssXLgQ06dPf68s4p8TCwsLhISEIC0tDUOGDMHChQthY2ODFStWIDs7\nu9prGzVqhPDwcGRkZODx48fo0aMHIiMjYWxsjMaNG2P69OlKD+X/zu3bt2Fubo6Kiopq2xUXF+Ps\n2bPo3r07ACA8PBwsFgtmZmbQ1dWFQCAAh8PB4cOHZYw/qli8eLHMA7uiogJsNhvLly/H4MGD0a1b\nN+zYsUOlOVcxZ84crF27Fs+ePUNISAhcXV3RqFEjvH79GmKxGCNGjMCdO3cgFotx//59LF68GCYm\nJmjYvn+lubSKFKacAq+RA7h6fxkFMQCib6SjpKQEa9asQYMGDTBx4kSkp6f/1YZhapWJvGvXrrh5\n8yauXbsGW1tbGUOrjwXDMPD29kZcXNxHH6smrl+/DqDyJZDP52PKlCnIzMxERUUFJBKJVCt58+YN\n0nUdUVqu/PlS/OAC2EJd8Mzk89yVVoix/kzqR1vHl4D6zO0j4uLmge4B81EmMFBoueTg4IB79+7h\nxx9/xMyZM6Gvr//eYzk7OyM/P19OG/ynceXKFYSFhSEmJga+vr4ICgqqVabj+/fvY9GiRYiNjUVe\nXh4sLCwwfPhw/PTTT0pz0S1evBhz5sxB9+7d8fvvvyt9GMfGxmLFihU4c+aMtMzPzw9aWlrYtGkT\nzMzMMHnyZEydOlXu2szMTFhYWChMksvn87F8+XK8evUKISEhWLhwIebMmVPtOiUSCU6dOoWNGzfi\n6NGjKCsrg7a2Nho2bIiCggKkpKRUq/UrypH4NnEXxPlZCs/cXmwcA922g6Dl3FWmnPcyGam75/3l\nW6SAFi1awNraGhoaGjIfHo8n8zufz5f+Xl5ejpkzZ4KIsHHjRpiZmYHP54PP50MoFEp/CgQClbLR\n18SRI0ewdu1anDx58oP7+hDi4+PRo0cP6Xc2mw0ej4eZM2diypQp0jPqrMIyuC87LZfA+V1e75kF\nvpkj9DyGKazncVi4MN3rn2hFqdKZW92mylUDALiVlouwM6nI7/QTou8XQ8z8tXXD57xG6MmHcNAj\n5LJ0cefOHTRr1uyDxzx9+jQaNmyICRMmYN26dR/c3+eiTZs2aNOmDbKysrB161YMGDAAJiYmCAoK\nwsCBA2s017azs8Pu3bsBVGpkP//8M1avXo1FixbB2toaI0eOxJQpUyAUCqXXxMbGgsvlIjExEb6+\nvjhy5IjCJJhHjx5Fnz59pN+zCssgdO2L5OfZ+C7iCspdh0KjuTeyC8vkHhhLliyBSCRSOOfS0lJM\nnjwZeXl5MDc3R2BgIJ4/f45NmzbJtHv16hXCwsJw+PBhPHjwQJoVe8iQIfj999+lLwTnzp2r0cAo\nv7R6LVVmful/QFyYA6GtvAm6jqEJNDU1UVxcrHSXIisrC+Xl5aioqEBFRQXEYjHEYrFUG6n6LpFI\nZD5isRjl5eUYOnSoNAltdUK0CoZh5D4sFgssFgsMw4DNZku/V/3OMAwyMzNhbm4OLpcLDocDNpsN\nDocj/V71+98/VQKay+XKCeyqn1XC+93fBQIBeDweBAIBBAIB+Hw+8vPzZdYiFotRXFyM4OBgLFu2\nDIsWLUJAQACir6crWX0lldvIKTDwnqj8PqFS8x7Xwaravv6pqDW3OkZVyyWSSMDjsDCvj2OdWS5F\nRkZixIgRuHDhAtzc3Oqkz8+NWCxGbGwswsLCkJycDH9/fwQEBNRoffd3rl69isWLF+PkyZMoLi6G\nnZ0dRo0ahe+//x56enpSjUogEKBLly44ePCgjIAjIjRu3BgnT55EqdAYYWdScfbhG0gkErxz5AE+\nhwUC0NHWCIGe1mhupoc3b97A1NRU5uGvpaUFsVgsHZfNZuP69eto3rw5jh49Cl9fX3Tp0gX+/v6I\niIjAxYsXkZubC319fbRr1w6jRo2Cj4+P9KE/ePBgnDp1CmvWrIGfn1+N9+NdzY0kYkAiRm7SHogL\nsmHQ83uAxQbDqtxazT62FlRRDsM+8hppP5eG+GVQcxw6dAhTpkxBdnY2ioqKpPVsNhs7duzAsGGK\ntYeakEgk6Nq1KxITE3HkyBGFlscikQjFxcUoKSlBaWkpiouLUVpaKv1e9SkrK5P+/PunvLwcUVFR\ncHBwQIMGDSASiVBeXi79WVFRAZFIBJFIJP29SlhXCex3Bfe7nypBXSW0iUjuZ9VzWJXnMcMwaDx4\nLmDRRmmb3PP7UPo0GSbDFGdvr6KfS0OEDnapccwvDLXm9qnZfekppi1YjrfJJ1D+5ik07T1ltniK\n7p1DblIkxAXZ4GgbQs/zGyxmVz6c6kLADRs2DDt37kTPnj3x5s0bhdrHPw02m42+ffuib9++ePjw\nIdavX4+WLVvCw8MDQUFB6NKlCxim5r/11q1bSx20ExMTsXTpUsydOxfTpk2TaVdSUoJTp05h0KBB\n+O2336RnZ7dv3wafz8eVHB6WRF5S+vJS+r9tov/8kYHEh1n4qZs1Fo3sDrFYDA0NDTg5OaFt27Yo\nLi5GZGSk9DoNDQ2cP38eWlpaOHXqFBo0aID4+HjEx8fD0dER33//PQIDAxU6whMRCgoKUFRUJKNZ\nVoediQ44zAtUEIO88/uQd36vtK7obgJ03YdCz2MYqKIcRfeTYNRvplwffA4LdqbaYBgGX3/9NXx8\nfBAZGYkff/wRRUVFKCoqglgsrtWZ299hsVg4deoURo8ejT59+mDt2rUIDAyUacPlcqGrqwtdXd33\nHgcAGjZsiJSUFGzZsqXadkSE8vJyFBcXS9dZ9Xt1Zaq0z8vLk3k5UDZPtw5euPS8UGmbopTT0HUb\nUOOa80sV7yb8P6DW3OqIW2m5GLL5ErJTzin0GaooyMKL8NGo338O+JauKHl0DVmHQ9Bw/FZo6Rko\n9RmqLeXl5TAyMkKHDh2qjYzyT6aoqAiRkZEICwtDWVkZAgMDMXLkyPd6uA0ZMgRRUVFy5UKhED17\n9kRUVBTYbDYWL16MK295uHz3scKXFxKLkBWzAmWvUiHOz4Tx0CXgmzsD4nI0eH0JaycNQsuWLQEA\nixYtwtKlS+XO39hsNsRiMerXrw9PT0/4+PggKCgIWlpa1Z6hrV+/Hps2bYKtrS1cXFwwc6a8IPo7\nWYVlaLv0FESS9/8vTRXlKIycDAtTQxCRjFaUl5eHwsLKh++0adMU+u7VlsWLF2Pu3LlKfQGl8/rf\nXGojVIqKivDy5UtER0ejT58+KCkpqbY9i8WCUCiEpqYmNDU1pb9XV6ZK+x07dig8b2Wz2WjYsCG2\nbNmCrl27KjwzraI0/R4yo+ag0YRdYPGECttUodbc1NRI2JlUlFaIIbRtBwAoe50KsShLWi8uyAaL\nrwmBVaVxhNC6NRguDxW5r1CqpYf1Z1KxYbjqhhPK0NDQwO+//46OHTsiOjoaAwbU/Pb2T0NTUxNj\nx47FmDFjkJSUhLCwMMyfPx+DBw9GUFAQnJycVO7rwoULCsuLi4tx6NAhtG/fHomJiTh49joKWo+C\nRPAWuu0GS19e3oXXyBHarXyQdfidrSC2Bt5adALX2ApEhAkTJmD79u0oLS1VOO6bN2/U0sGqAAAg\nAElEQVRkLGV79+6NZs2awcLCArdu3ZLbjr1+/Trmz5+PCxcuoKKiAp6enpgwYQK0tbWrXbehFg8d\nmxriP39kgGHV3miaYQBbXTH+8+o5cl49r7bt38/iJBIJSkpK3kvb8fDwwMqVK7F7927Y2dkpbaeh\noVEroaKrqwtTU1PEx8fDxcUFDg4O1bb/EG20OmxsbBSWs9lsvHz5EoMHD4ZEIoFWa19wXHwAjrwx\nTVHKKQibtqtRsFVp3v+vqIVbHZBVWIazD99Ue8amYWINroEZiv+8DIFVK5SkXgHD4YJr1ETGZ6gu\nLJc6dOgAf39/DB8+HF26dPnio5e8LwzDwMPDAx4eHnj16hU2bdqEHj16wNraGkFBQejXr1+1D6G0\ntDS8fCn/9svj8cBisVBWVoZLly7B1NQUnI7jIZBA6csLw+ZCp7VP5Ze/CYvSCjEWRF/C+ZBvkZGR\noXQ+mpqauHPnjkyMRV1dXTx58gStWrWCra0tkpKSpNajubm5GDRoENavXy99KHbu3BlhYWGYMWNG\nDXcPmODVFP9JSQdYtf+b44DQWpgDQz8/REVFKTUm4XA4CA8Px8GDB6WCp6SkRGrtqEjwKBIqBgYG\nMDMzQ8uWLdGpUycsXrwYr169wpYtW6CrqytzbZVLxvvw5MkTiMVi+Pj4vNf1H4qlpaXC8irfyCr3\nFouCRyjh8xVaSxr0mKDSWARgQMtG7zfRfwBq4VYH1GS5BAAMiw3NZl7IilkBqigHw+bC0HcGWBqV\n1n91bbm0adMmHD9+HF26dMG1a9fqpM8vGVNTU8yfPx+zZs3C4cOHsW7dOkyePBnjxo3D2LFjYWpq\nKnfNiRMnIBaLwWKxYGxsjCZNmsDR0REODg6wsrKClZUVLCwsEByyCvtLnd57T54IuP6yFCbm1qhX\nrx6ysrKQm5sLgUAg3cYDgMLCQsTExMgFEOZwOLhx4wZ69+4NNzc3REdHo1OnTvDz84O7uztsbW1x\n8eJFFBcXw93dHbNnz4a2trbU0k6ZdpSVlYUcSX3U8xoNhqu6gGNJKmCRfwtv8zLQoEEDtG7dGtev\nX5ezBmWz2fj222+xa9cuJCQkSIWVUCiUGsK8LyNGjEDLli0xbNgw3LlzBzo6Oh/UXxW9evXC/Pnz\na3TF+Fi0atUKDMPUaFgycex32PeiCA/Kee+teXeyNfonugGojFq41QH3X+dX628CACVPk5GbsB3G\nfkuhYWKF8tepeBP9MziDFkDD2BKlFRLcf1VQZ3NisVhISEiAnZ0dVq5cKWc48f8Kl8vFwIEDMXDg\nQNy5cwfr16+Hg4MDunXrhqCgIHh4eEgNUIYNG4YZM2bg0qVLSt+YAeD8SzE49Tmo+IATZw0uF13G\nzEZ7wzIUFxcjKysLqampePToER49eoSXL1+ioKAAO3fuxNOnT5VuzUkkEvTr1w9sNhsMw6BRo0a4\nefOmjJajq6uLiIgIuLm5SctMTU1ltKL8/HzMmDEDzay4MGae4B7HHuUVVGNWAB6XhTnezTHc7S/N\nRiwWw9PTE1euXJERcBKJBHv27EFZWRkKCgrqNBaolZUVnj59CicnJzRu3Fjhlu370KFDB9y9exdZ\nWVkqB1KoCyQSCXbt2oWwsLBq27FYLOjq6mLUqFHQMndEg+HLUSau/R8mn8NGYEfr953uPwK1cKsD\nVPEZKs94DJ6ZI3imldtHPNOm0Ghgi5KnydAwtvxfP3VruWRjY4OFCxdixowZ6N+/f50+XP4JODk5\nITw8HCEhIdixYwfGjh0LDQ0NBAUFYdiwYSguLoZIJKr2vpSXl+NJThk0jFSL1aq0Hwlw/HIK/sxM\nktlyc3Z2Rtu2bSEUCqGhoQE2mw1jY+Nqz3smT56MjRs3IiAgAOHh4XJj3b17F15eXkhISFDouP78\n+XN4enpi4cKFYBgGV65cwW8LRmH9mVQkPHiD8rIyEPuv7dwq94aSR9dQcCcObUfulumPzWYjJiYG\njo6OeP36NYBKl4ozZ84gKioKv/zyC1xcXDBy5EisXr26zrQsfX19PH78GF999RVsbW1x9uxZfPXV\nVx/UJ4/HQ6dOnRAfH//e7guqIpFIsGPHDqxfvx7JyclgGAatW7dGeHg4AgIClF7z9u1bMAyD3yPW\nIZ1vgcVx92RCcNWEgMvCbG+7OjFg+5JRC7c6QIf/jj/U/3yGIBEDJAFVlAMsNnimNsi/FI3yjMfQ\nMLZE+etHKEu7C+2W3u/0U/eH1LNnz8b+/fvRsWNHPHv2rM77/yegq6uLiRMn4vvvv8epU6cQFhaG\nWbNmoUOHDrCxsanWlSAxMRHaBvVRprSF6nzVviO2jvzxg/rIycnB8ePHMXHiRKxbtw75+fkyLgUA\n4OjoCE9PT4SHh+PHH2XHe/36Nbp06YKJEyciICAAZ86cwe7du+HcSA8bhrdCdmEZNp64hV+374dz\nazc4NbWW5kj07hyMKylX4OzsjF9++QVjx46V3rt69eohPj5e6ubQvHlzqUN+WloaEhIS8Pvvv2Pn\nzp3o0aMHwsPD0bhx4w+6F0ClAdWNGzfg4+MDd3d3REVFoX///h/Up7e3N2JjYz+KcJNIJNi+fTvC\nw8ORnJwMFouFNm3aYM+ePWjbti3Cw8MxZ84cqeWsIhiGQc+ePdGxY0dp2b8sK4BKqGNL1gF2Jjrg\ncSpvZd75fXi+8mvkX4pG0d0EPF/5NfLO7wO/sRN02w/Fm0NL8fyXgXhzaAl02w6EoEmlefjHtFw6\nffo0Xr9+jaCgoI/S/z8FhmHQpUsXHDp0CDdv3pSmkakK5KzoYXL06FGYGf+1PUUSceULyzsvLySp\nvI4qRJV1AEhSUVn3ztPmQ19eJBIJRo4cif79+2P16tX4z3/+g/3796NDhw5yQYbnzZuHVatWyfhM\nZWVloUuXLvjmm28wZUqlC4OtrS0ePHggbWOgxcOsfm2ge+8IMvYvwMoBThjXwQoGWjzUr18fQKUl\n6dSpU9G1a1eZQNXOzs7YvHkzgEp3hypGjRqFnJwcZGZmYu/evbh79y4sLCzg5uaG5OTkD7onQOW/\na0xMjDSKzcqVKz+oP29vb8THx9cYa1RVxGIxNm/eDFdXV2hoaCAwMBACgQBRUVEoLS3FmjVrEBMT\nAycnJ+Tl5eHChQsK3VOq4PF4CA0NlX4f7maBqLFu6O5gDB6HBT5H9rHO57DA47DQ3cEYUWPd/hWC\nDYA65U1d8KagVC5BYG0/TefEUVZB6Ueb4+7du4lhGLpw4cJHG+OfxvDhwyk8PJx27dpFX331FZmb\nm9PSpUspMzOTiCpTEllaWtLcPYnSf19d96Fy6Ud03YeS+YyjxNapL1fXMGCrNGHkhrM1p9SpjuXL\nl5ObmxuVl5dLy1JSUkgoFFLTpk2ppKREpv2AAQNoxYoVRET09u1batmyJc2YMUMmtYtEIiFtbW3K\nycmRubZ169bk4uJCv/76q7Rs8ODBMmvjcrmkq6tLR44ckbk2OTlZZgyxWExsNpt+//13adm5c+fI\n2dmZGIahpk2bUlxc3Afcmb8IDQ0lhmEoMDDwg/pp3rw5JSUlvff1IpGINm7cSC1atCA2m00aGhrk\n4eFBBw4cILFYTBUVFXTo0CHq0KEDNWrUiJYtWybzbyCRSMjc3Fzu74nL5dKIESOUjptVUEobzqbS\n5H03yT/iCk3ed5M2nE39qM+Wz4A6WemnZOyuazhxL6PabQFlMAzQ3cG4TvzcqqNHjx64fPny/030\nkg/F2dkZ27Ztk5rWX79+HWFhYTh06BD69u2LXr16YerUqbjxx59ovzyhRqOh6tBgM7g4o/N7W6cl\nJSVhwIABuHLlitx23uvXr9GsWTOw2WzcvXtXaghx584ddO3aFbdv34avry9at26NX3/9VW4btlWr\nVggLC5M5r3J2dsaiRYvg7++Py5cvw8rKCv7+/ti+fbvc3AQCAfr374/w8HClwant7Ozg4OCAgwcP\nypQ/ePAAAQEBOHv2LExMTLBgwQKMGTPmve5RFUeOHEH//v3RtWtXxMbGvpdl5qxZswBUxgRVlYqK\nCmzZsgUbN27EnTt3wGaz4ebmhilTpsDHxwcMw6CgoADbtm3DmjVrYGhoiClTpqB///5yLiu3b99G\np06dkJOTI7NFKRAIkJqaigYNGtR6Tf9HqHQArt6WrCOCOlqDz5FPc6IKn8pyKSYmBhKJBL6+vh99\nrC+dsrIy/Pnnn3B0/CsdiKurK7Zt24bU1FQ0a9YM48ePR1lZGWIP7IOHVT2oEOVLMSRByaNrOLI/\n8r1ylL158wZ+fn7Ytm2bwnMqExMTPH/+HFpaWmjSpIl0m9HJyQlubm5wd3eHo6MjQkNDFZ4v/n1r\nEqgM5mxra4tZs2Zh1KhRlY7DSgRXSUkJIiMjsXbtWqVr6NmzJ86fP69w7ISEBGRmZsLd3R2BgYHQ\n1dXF/Pnz33tb0MfHB5cuXcKZM2fg7Ows9RGrDb169UJcXBwkEglu3LiBBQsWwMfHR85Ev6KiAuvX\nr0eLFi3A4/EwefJk6Orq4uDBgygrK8PZs2fh6+uLZ8+eYerUqbCwsMD58+exa9cuXLp0CUOGDJET\nbPPmzUOLFi1gb2+Px48fo169egAqs0cEBAT82wWbyqiFWx3R3EwPs73tIODW7pZ+SsslDQ0NxMbG\nIi4uDr/99ttHH+9L5t69e2jSpAkEAoFcnYGBAX788Uc0a9YMgYGBiIqKwtHlE8GS1D6hKAAINLhY\n4d8VmzZtgru7uzRnlypIJBKMGDECfn5+CoMGVyEUCvHnn3+iWbNmcHJyQlJSEsrKypCVlYX09HT8\n8ssvSjWYpk2bygm3kpISCAQCTJo0CeXl5QgPD1cY9URTUxPGxsbYvXs3pk+frnR+gYGByMzMlIbk\n+juGhob47bffUFBQgG+++QYrVqyAlpYWxo4dq/Sa6mjVqhUePnyIly9fwtzcvMb8gO+Sn5+PFy9e\n4N69e9DT04OnpycWLVqExMREMAyDiooKhIWFwcXFBTweDz/88AP09PRw+PBhlJaW4syZM+jbty+I\nCBcuXMDAgQPh6uoKhmFw48YN7N+/H+3atZN70cjKyoKjoyOWLFmCNWvWICkpCU2aNMGBAwfA5/PB\nZrMxd+7cWt+Lfytq4VaHDHezwGxvewi47Brf8hkGEHDZmO1t/0kPeNu3b4/Ro0djxIgRyM39/87E\nWx23bt1C8+bNlda/ffsWN2/exPTp03Hs2DEkxUTCSfwnSFQ7u8mql5chXdviwoULGDNmDHr16oXx\n48cjJyenxuuXLl2K4uJiGQMNZbBYLFy8eBE+Pj7w9PSEh4cH6tevj+7du1cbDNjW1lYuC3VpaSkE\nAgHYbDa2bduG4OBglJWVSQUkn88HwzAYOXIknj17Bj8/v2q3/2xsbCAUCrF169Zq18Dn87F27VoU\nFhYiODgY0dHR0NPTg4+Pj8JoMtVhZmaG58+fg8/nw8LCQk6A/53jx4/D1dUVRkZGGD16NMrLy1FQ\nUIDCwkJUVFRAT08PzZs3B4/Hw7Rp02BgYICYmBiUlpYiISFBGrRaJBJh3759cHNzw4gRI+Dh4YGn\nT59i5cqVSn3xIiMj0bBhQxQXF+Px48cyxl8eHh6YO3cuVq1a9UE5H/9tqIVbHfNPsFzasGEDDA0N\n0blz508+9pdCTcItPj4enp6eUs3O2toah1dMxfy+zcBhJKAathcVvbywWCz4+/vj3r174HA4sLe3\nx6ZNm5SafJ85cwbr1q3D3r17a3VGum/fPjRt2hRXr15FmzZtEBwcjBUrVihMlAoo3pasCpEFVJ6X\n/fjjj4iJiQHDMBAIBJgwYQI2b96Mq1evqpws1MXFBfv371epLYvFwowZM5CTk4OIiAjcvHkTjRo1\ngru7O1JSUlTqA6hMLfTo0SM4OTnByckJCQkJcm3S09Px8uVLFBYW4tatW1Kh9nfS0tJgZGSEo0eP\nSrNH9OrVS1r/9u1bLF++HJaWlggPD8fMmTPx8OFDTJw4UWmsz/Lycnh7e2PEiBEYPXo0njx5onDr\nedasWRg3bpzK61YDtbXkx+RLtlx6+PAhsVgsWrZs2eeeymfBy8urWgu9YcOG0YYNGxTWXXzwkkwH\nzSermb+TxU+HZaxebefEUdM5cTRu11W6lfa22jncvHmT3N3dqVWrVnT58mWZutevX1ODBg0oPj6+\nVuuSSCQ0evRo6tSpEy1btowYhqHvv/+efH19ZSwf36WgoIAEAgGJxWJpHywWi0QikbSNSCQiOzs7\ncnd3p/T0dCKqtIJ0dXWlqKgoleYWGhpKmpqatVrPu5w6dYocHR2JYRhycHCgkydP1ur6wYMHE4vF\nooiICGlZeno6GRgYUNeuXYmIaOXKlcTlcuWsFAUCAUVGRirs9+HDhxQUFER6eno0fPhwunbtmrSu\ntLRUxnL0XS5dukR6enqko6PzQZaZ/0JUkldq4fYvZsmSJcRms+nRo0efeyqfFIlEQgYGBvTixQuF\n9SKRiOrVq0dpaWkK6zdt2kS+vr7Sl5eAiAvUfvZuMhs0h5wG/UCbd+2jsrIyleeyY8cOMjU1pVGj\nRlFmZiZVVFSQl5cXzZ07t9brmjhxIrVt25YKCgqIiCg6OprYbDZ5enqSqakpFRcXK7y2YcOG9PTp\nUyIiKi8vJzabLdcmJSWFDA0N6dmzZ9KykydPkpWVlUrrzcvLIwCUmvphLhEpKSnUvn17YhiGGjVq\nRDt27FD52pkzZxLDMBQcHEx5eXlkZWVFbDabOBwONW3alFgsFnE4HGKxWDLCTUtLi1JSUqT9SCQS\nOn36NPXp04cMDQ1p1qxZcn9PEomEXFxcaMKECXLzmDx5MjEMQ127dlX5b0WNFLVwU1MzzZs3JzMz\nM+lb+7+B9PR0MjQ0VPpGfe7cOXJxcVF6vaurKx07dkyuXCQS0YEDB6hTp05kYmJCc+fOlWo5NZGb\nm0uTJ08mIyMj6tmzJ3Xs2JEqKipUW9D/mDlzJrVs2ZLevpXVGC9cuEAaGhqkq6tLq1atUnitl5eX\nVEvMy8sjLS0the0WLVpE3bp1k7l3PXr0oLVr16o0RyMjI5oyZYpKbWvi1atX5OvrS2w2m/T09GjR\nokUq/R1v3ryZWCwWaWpqyggwS0tLOnHiBEkkEhozZgwJhUIZ/zKRSESlpaW0fft2at68OdnZ2dGG\nDRuoqKhI4TgHDx4koVBIAoFAem/T0tLIysqKuFyujAapplaohZuamsnOziYNDQ0aP378557KJyM2\nNpY6d+6stH769Ok0Z84chXVXr14lCwuLGh+iKSkpFBgYSPr6+jRgwABKSEhQKkzfZePGjaShoUHN\nmjWj8+fP19i+ikWLFpGjoyO9efNGYX1qaioJhUJis9kK2wQEBNCaNWuIiCgjI4MMDQ0V9lNeXk4t\nWrSgrVu3Sstu3bpFxsbGlJeXV+M8fX19yc7OTpUlqUxRURGNGzeOeDwe8fl8CgwMlHNoJyIqKSmh\n5cuXk6Wlpdy2IwAyNDSUvlCIxWLq378/8fl8AkDm5ua0YMECMjExoW7dulFcXFy1fwMikYjMzMyk\nfevr69OqVauIw+GQnZ0dvXr1qk7vwb8MtXBToxp79uwhhmFq9TD9J7NkyRL64YcflNY7OjrSpUuX\nFNaNHj2alixZovJYeXl5tG7dOrK3tydHR0cKCwuj/Px8hW1fvHhBJiYmdOrUKdqzZw81bNiQRo4c\nSa9fv652jF9++YVsbGzo5cuX1bbLzs4mHo9HQqGQ0tPTSSQS0c6dO2no0KHE5/OJw+GQrq4uGRgY\nEJvNJmtra3J0dKRWrVrJ3K9bt26RkZGRjFb6zTffqLSNeuTIEWKz2R9lp0AsFlNwcDDp6uoSm82m\n/v3707Nnz2jZsmVkZ2dHDMNINSlFwk1bW5tiY2Ol/ZWXl1ObNm0IAHE4HBo9erTM1mR1bN68WUYz\nZBiGANBPP/1U5+v+F6IWbmpUp0ePHqSrq/uv2P8fPHiw0nOax48fU/369RU+fHNzc0lPT69GYaMI\niURCp06doq+//pr09fVpwoQJdO/ePWm9SCQiDw8P+vnnn6Vl+fn5NG3aNDI0NKRff/1VxsCjig0b\nNpCFhQU9f/5cpXmcP3+eOBwOcblcMjIyIqFQSDwej2xtbRU+8Kse7OPGjZPpJzg4mHr16iXVRp89\ne0b16tWrUcCKxWJisVj0n//8R6X5vg8lJSXUr18/YrPZUsHi4eFBCQkJtHDhQqXrBEBeXl4kFosp\nLi6OunbtSsbGxqSlpUUjR46s1fgGBgZyffP5fNq4ceNHW/e/CLVwU6M6ZWVlpKOjQ97e3p97Kh8d\nOzs7Sk5OVli3du1a+vbbbxXWrVu3jgYOHPjB46elpdGcOXPI2NiYOnfuTAcPHqTp06dT9+7dFQrV\nu3fvkpeXFzk5OdHZs2el5Tt37qRGjRqpbKAhEokoIiKCuFyuVJMAQDwej7Zv3y5T9u5HKBTKbWWW\nlZWRs7Mz7dy5U1o2bdo0OSGoCGtraxo0aJBKc1aVoqIiWrJkCdna2hLDMKSpqUne3t60fPlyaZmT\nk1O1QhwAsdlssrKyoubNm1NERITU2jEzv4TCz6TSpH036LuIKzRp3w0KP6PY8jkkJESpdigUCunh\nw4d1uvZ/IWrhpqZ2nDt3jhiGoX379n3uqXw0iouLic/nK9VQu3fvTtHR0XLlEomEnJyc6NSpU3U2\nl9LSUoqMjCR7e3tis9k0a9YsysjIUNhWIpHQ/v37yczMjIYNG0YbN24kExMT+uOPP2ocRyKR0LZt\n28jU1FTOiKJKMxOJREofxgsWLFDY7/Xr18nIyEiqrWVnZ5ORkRHdv3+/2vkEBgaSiYlJjfOuiaKi\nIlq0aBE1bdpUKtB69+5N586dk2t78+ZNcnV1VbhGhmGIw+FIv3fs2FGqkSY/f0tjdl6lpv9z8VDk\n9jF211VKfl5pxJObmytjiKLo06JFiw9e+78ctXBTU3vGjBlDPB5PzuLu/4UrV66Qs7OzwrqCggLS\n0tJSaBhx/vx5srGxUckopDY8f/6cjI2NaevWrTRq1CjS09OjYcOG0YULFxSOVVBQQAMGDCCGYeiH\nH36QyRCgjIyMDBIIBEo1MwAUHBxMDRo0kHsw6+vrK7UGJCKaPXs2+fj4SOe6fPly6tevX7XzSUlJ\nIQDV9quMwsJCWrhwIdnY2BDDMKSlpUV9+vRR6bx4xowZpKGhoXD9FhYWNHnyZDIwMCAWi0VJSUm0\n6+ITspt7jCxmVp/Rw2LmUbKbe4x2XXxCHTt2lHEf0NbWJjabTYaGhuTm5kYBAQG0d+/eWq9bjQwq\nySt1hBI1MmzYsAFGRkbw8vL63FP5KFQXmeTkyZNwc3NTmCl648aNGDduXLWJTWuLSCTC4MGD8cMP\nP8Df3x9btmzB48eP0bJlS4wYMQKtWrXCtm3bZCKLXL58GWfPnkVUVBRSUlLg4uKiMOoGUBmXctmy\nZdDU1MStW7dgbW2tMJYmh8PBwoULwWazwWb/FfxbU1MTISEhEAqFStcwd+5cpKamYt++fQCA77//\nHtevX8eFCxeUXuPo6AiBQIAdO3bUeI8AoLCwEAsXLoSNjQ20tbWxfPly2Nvb4/z58ygoKEBMTAza\ntWtXYx/r1q1TGkQ5PT0dtra2yMrKQlxcHAbMXI0Fv6egRFR9AlAAIAJKRGLMP3wbNwu0YGtri+Dg\nYGzduhVJSUkoKCjAmzdvcPHiRYSHh2PIkCEqrVvNB6KqFCS15vavITU1ldhsNoWEhHzuqdQ5EyZM\noJUrVyqs8/f3p9WrV8uVZ2dnk66urlIz+/dl6tSp1KtXL4XnbFVGDb169SJDQ0OaOnUq7du3j4yM\njCgxMZGIKrcbDx48SObm5jRo0CA5p/PNmzcTwzAUFBRERJWGDt9++62cdiYQCCguLo4YhiEDAwNp\nhA4zMzOFRix/58qVK2RsbCw1tImIiKB27dpVq+W2adOGPD09ldYXFBTQ/PnzycrKihiGIW1tbfLx\n8VFqxVoTS5culXHMZhiGuFwu8Xg8mS3JadOm0eU/X5P19EOk6dyV2DpGxGgIiFu/CdUfGEzmM46S\nyYiVxLdwIRZfi1gCHRLaulPDCTulW5U1RaZR88GotyXVvD9Lly4lNpv9wdEkvjQ8PDzoxIkTcuVi\nsZiMjY0Vrjc0NJSGDRtWp/M4fPgwmZubU1ZWVo1tHz16RMOHDyeGYah169YUGxsrIxCLiopozpw5\nZGBgQCEhIVRWVkaRkZFSowaBQEBXr16Vtt+9ezcJhULpNqVAICAiovnz58sIgEOHDqm8nunTp9OA\nAQOIiKiiooKcnZ2rvX7ZsmVyjuL5+fk0b948GYHm6+srF5qsNjx58oR++OEH0tLSIktLSxoyZAjN\nnTuXFi9eTKtWraKwsDDaunUr7d69myZMmEA9evSgRkMXkNkPv5Gu+1BqGLCVGk+PIaMB84jREFDD\ngK1Uf2AwGfrOILMp+8lsajRpOnUhfpOW0i3Kcbuu1jwxNR+CSvJKnaxUjVJatGiB7OxsPH369L0S\nPn5pEBH09fXx559/wsjISKbu6tWrGDlyJP744w+5a+zt7bF582Z4eHjUyTyePHkCNzc3HDlyBG5u\nbjW2r0o6um7dOhQUFGDdunXIzc1FYGAgvvvuO2m+r9TUVEyePBkPHz7Es2fPZLbgrK2t8ccff0hz\nhz148ADe3t54+vQpOBwOysrKcP78eQQFBeHu3bsQi8XIzs5WOQp9aWkpWrRogdmzZ0NXVxdcLhdT\npkzBnTt3FAZ9zs3Nhb6+Pm7fvo3ffvsNkZGRePLkCbS1tdGlSxfMnDlTmkS2thARLl68iNDQUJw+\nfRrfffcdCgoK4O7ujv79+0NTU1PptVmFZWi79CRECuJiv9w6AbruQ6Fp5y5TXvY6FRl7ZqLxD5Vp\npHgcFi5M93rvxLRqakSdrFTNh3Hq1ClkZmbKpN/4J/P8+XMIhUI5wQYAR48eRYgT/akAACAASURB\nVO/eveXKExMTwWaz0b59+zqZQ1lZGQYNGoSZM2eqJNgePHiA7t27Y82aNRgwYAC+++47XLt2DZGR\nkUhOToaVlRVGjRqFGzduwNraGkePHkXHjh3lzpZevnyJkJAQ6XdbW1ukpKSgS5cu0qwERmaWeKXX\nDKO2JKKR32I4jFqGJYeuIruw5jQ/fD4fYWFh8Pf3R9++fdGiRQs0aNAA27Ztk2ubm5uLFStWgMVi\nwdnZGatXr0aLFi1w7do15OXl4cCBA+8l2KpLNXPgwAEEBATAyMgIQ4YMQWJiIhS92EdfT1f4Iicu\negtRzgtoGMlH7C9Luwuu4V/lDIDoG+m1nr+aukWtuamplqioKAwdOhTnzp2Du7t7zRd8wcTExCA8\nPBzHjh2Tq3N1dUVoaCg6dOggUz506FC0bdsWEydOrJM5TJw4Eenp6Thw4ECNxilPnjyBp6cnfv75\nZ4wcOVJhm8zMTGzduhXh4eFo1KgRxo8fj4CAABQXF8u1FQgEuHXrFmxsbGTK46/dx4F7hTj78A1K\nS0vAcP7SOCSiMvB4PHjZGyPQ0xrNzRQn1S0qKkKnTp1w48YNAMDatWvRpk0b9O3bFw8fPoRIJMLy\n5cuxd+9ePHv2DDo6OhAIBBAKhXj06FG196Em3r59i82bN2Pt2rWwtLTElClT0KdPHxnjGEdHR6lW\nzjAMNDU1oampiTFjxsDf3x9NmjQBAEyOuonDybJ540hcgcz988HRN4VBjwkydeWZT5CxZyaM+s8B\n36yZtLyfS0OEDnb5oHWpUYpKmptauKmpEW9vb1y4cAGZmZkq5+76Evn5559RVFQko8EAwIsXL+Dk\n5ITMzEyZLbTMzEzY2tri8ePHdZIkMjo6Gj/99BNu3LgBPb3qM6+np6ejQ4cOmDZtGgIDA2vsu6Ki\nAkePHsWPP/6I1NRUpe1atWqFy5cvS7WT3ZeeYnHcfZRWVG8VyIDA53Iw29tOLgdhUVEROnbsiJSU\nFJSWlgIArKyscO3aNbRr1w4vX75Efn4+dHR00K1bN8yaNQsuLi6Ijo6Gn5+fUgvGmnj48CFWr16N\nPXv2oE+fPpg8eTJatmypsG2PHj0QHx8vV151H4RCIdq1a4d0qz4o0m0irSeSICtmBSRlxajffy4Y\n9l9/H6K3L5EROQN6Hb+FVjNZ6+LOdvWxdWTr91qXmhpRb0uqqRsOHz4MAPD19f3MM/kwlLkBxMXF\noUePHnJnQxEREfD19a0TwZaamorAwEDs37+/RsGWkZGBLl26ICgoSCXBBlSa8/v6+iItLa3adjdu\n3JAK90rBdk81c3cwKBGJsTjuHnZfeiotLyoqgqenp4xgA4BHjx5BX18f6enp0sSeubm52L9/P1xc\nKjWar7/+GmKxGImJiSqtEag8Tzt9+jT69OmD9u3bQ19fH3fv3sXOnTvRsmVL5OfnIzExEevXr8ek\nSZPQt29fuLq6IikpSWF/EokERISKigo0b94cDtZNZMbKjlsDcVEujPrNkhFsFXmZyNg7B7ruQ+QE\nGwDo8Lkqr0nNx0Et3NTUiIaGBmJjY3H8+HGpP9M/EWXCTdF5m0QiwaZNmxAQEPDB45aWlmLgwIGY\nP39+jWdJ2dnZ6Nq1K/z8/DB16tRajVNcXFzjViebzcbatWtxKy0Xi+Puo+RvlhOirDS83jMLz0MH\n4cWGMSh+IOuvViKSYHHcfdxOz0VhYSE8PT1x584dGcFWhba2NvLz8xEQEIBDhw7J1bNYLDRu3Bib\nNm2qcW0lJSVYtmwZmjRpgsGDByMrKwv29vY4cOAAXFxcIBAIwGKxoKurCy8vL0yfPh0HDhxAWloa\nTExM0Lx5c7mzNBaLBYFAgIULFyI/Px/Lly9HZ1c78DiV7XLiwyDKTkP9AfPA4v61VVtRkIWMvbOg\n7dob2i285ebK57BgZ6o487aaT4d6W1KNygQEBCAiIgKvXr2qE23mU1JYWAhjY2Pk5eXJaGglJSUw\nNjbG06dPpVaHAHDixAnpFuKHOm4HBATg7du32LdvX7V95eXloUuXLvDy8kJISEitx920aRO+//57\nmW0+DQ0NqYVkaWkpxGIxzp07h51P+DhxL0NGYyOJGC83j4d2i57QbtUXpc9T8ObAQph+twbceg3f\nbQhPKz0cnzMAmZmZSufDMAxiYmLw1Vdfwd7eHpcuXYK1tbVMm7FjxyI2NhbR0dG4c+cOHjx4gCdP\nniA9PR2ZmZl4+/YtCgsLIZFUCmEOhwMdHR3o6+vDxMQEZmZmsLS0hL29PZydneHg4KDQOnPfvn0Y\nM2YMCgsLAVQ6qDs4OGDPnj0yc8oqLIP7stMoyn6NF+H+AJsLhvXX2V29HkGoePsKeUl7wHD5MmM0\nnhoNQG0t+QlQ6T+G/F+BGjVKWL9+PeLi4uDl5YWbN29+7unUijt37sDe3l7uwXfmzBm4uLjICDag\n7iKS7NmzB6dPn8a1a9eq7auoqAi9evWCm5vbewk2oPLcrXXr1jAwMED9+vVhbGwMAwMD1KtXD/r6\n+tDX1wefz0fjpo44G39WbitSlJ0GcWEOtFv7gmEYCCyag9fQAUUpp6HXYcRfDRkWzjzMQlZBpbbG\n5XIhEonk5kNEGDVqFEJDQ+Hq6opu3brBysoKr169QnZ2NvLz86WGL+3atYOmpiZ0dHRgaGgIbW1t\n8Pl8lJeXo2vXrpg5cyY8PT1rfU+qaNiwIRiGAZfLBY/HQ2hoKEaNGiV3nw21ePBsaoQT9yQwn3FU\naX967f0UljMM0MnWSC3YvgDUwk2NyrBYLCQkJMDW1hYhISGYMWPG556SytRmS/LVq1c4deoUtm/f\n/kFj3r9/H5MmTcLJkycVhvSqorS0FD4+PmjatClWr1793gI1MDBQpTO6DWdrY51IKH/zTL6UCKbt\nfFFy8yjy8vKUXp2ZmYnhw4dDV1cXBQUF0NTUhL29PSwtLWFnZwcnJye0b98eYWFh+O677xAfH4/Q\n0FDcuXMHgYGBUvP9D6Vx48YoKChAr169sGXLFpiYmEjr3rx5g1u3buH69euIjIzE+DkhOMdho0Qk\nrvU4fA4bgR2ta26o5qOjFm5qaoWVlRWWLFmCWbNmYeDAgbCysvrcU1IJRcKNiHD06FE514Bt27Zh\n0KBB0NZ+/3OT4uJiDBw4EEuWLFEayxIAysvLMWDAABgZGWHz5s2fxFn+/ut8lFXIeylz6zUCW6iL\n/MsHoNPaF6XPb6P0eQr45k5ybVlcHor5hsjJyVE6DpfLxcOHD9GpUyeEh4cjLS0Ne/bswf79+2UE\nuJ2dHVauXImVK1eCx+NhypQpGDJkCHi8utN+zM3Nce/ePRARzpw5I41/effuXZSUlIDH40m3LDs5\nW0K7Mf9/xjYKvLmVIOCyMNvbDs6NqjcYUvNpUAs3NbXmp59+wr59+9CxY0c8e/bsHxG95NatW3IB\na1NSUsBms2Fvby8tE4vF2LRpk9RC9H2ZMGECmjdvjtGjRyttU1FRgWHDhoHD4WDnzp0yflkfk/zS\nCoXlDJsDo/5zkHNiI/IvHYCGqTU07dsDbMWWf96+/XHyxl5kZGSAzWaDy+XK+Nfx+XwUFRVh8+bN\n8Pf3R3JyMn755RccO3YM3t7eePHiBcLCwvDnn3+ivLwcJ06cgKenZ50Gp36XBw8ewNfXF1paWigq\nKpJx4i4vLwebzca3334LOzs72P2vXCU3CaZSY1PkJqHm8/HlP5XUfJGcPn0ab968UdlU/XMikUhw\n584dODs7y5RXbUm++zCNj4+HsbExWrRo8d7j7dixAxcvXsSGDRuUPqglEgn8/f1RUFCAqKgoqdHH\np0CHr/ydVqN+E5gMC4HZ5L0wHvwzKnJfg2faVGFbA20h0tPT0bZtWwDAt99+C2trawiFQrDZbIjF\nYrx48QJdunRBjx49MHPmTCxbtgwTJ06En58fnJycUFBQgNOnT6OiogJNmzb9aIINAHr16oVWrVqh\ntLRUYXQSDQ0NBAcHS78Pd7NA1Fg3dHcwBo/DAp8j+7jkc1jgcVjo7mCMqLFuasH2haHW3NS8F3p6\neti5cyeGDBmC4cOH11l4qo/B48ePpUYV73L06FHMnz9fpmzDhg0fZP6fkpKCadOmISEhAVpaWgrb\nEBECAwPx7NkzHDt2rE6331TBzkQHPM5rhVuT5ZlPwK3XEEQSFNyIQ0XhW2g5dZFrV2XuzmKxkJSU\nhCFDhmDDhg3YuXMnnJycsGnTJkRGRqKsrDJ0V0hICGxtbXH+/HmkpaXB1dVV6gsHAPr6+li7di08\nPDzw+++/4/jx4wgNDa1T30oOh4OYmBjY29vLnRNyuVwMHToUjRo1kil3bqSHDcNbIbuwDNE30nH/\nVQHyS0XQ4XNhZ6qNAS0bqY1HvlDUrgBqPohevXohKSkJb968+WKjlxw4cAA7duxATEyMtCwrKwtW\nVlbIzMyUCpe0tDS4uLjg+fPn1QbXVUZhYSFat26NGTNmKA2XRUSYOnUqLly4gBMnTnzQud77klVY\nhnbLTqNcgXB7e3obCm/FgyRi8MwcUa/rOHD1G8i1U2Tu/uOPP2LVqlVYsmQJZsyYASJCYWEhtm3b\nhjVr1oDL5SInJwe7du3CmDFj8Mcff+DevXs4fvw4VqxYgYKCAujo6KCgoAB8Ph8xMTHo0kVesH4o\nS5cuxaxZs2TK+Hw+Hj58CDMzszofT02do3YFUPPxOXToEOrXrw8fHx+FMRu/BBQZkxw7dgydO3eW\n0Zq2bNkCPz+/9xJsRISAgAC0bdtWqWADgHnz5iEhIQEJCQmfXLARUeU24PHjqHj2CGjQDGBkt9r0\nvfyh7+VfbT/KzN1XrFgBc3NzTJw4EXfv3kX9+vURERGBzp07Y/fu3Wjbti38/f0RExMDBwcHGBgY\nQENDA2VlZVJXgvz8fACV55Gurq51uPrKPufPn48dO3Zg2LBhOHToEIqLi8HlcjFkyBC1YPs/Qy3c\n1HwQVdFLPDw8sHfvXgwdOvRzT0mOW7duYcSIETJlf3cBqKiowJYtWxTGH1SFLVu24NatW7h8+bLS\nNkuXLsXBgwdx5syZGkNwvQ9EhJCQEDx69AgZGRnIzs5GTk4O8vLyUFhYKLUGZLFYWBsZg7V/1K25\nOxGhZcuWcHNzw+7du2FpaYkbN27A3Nxc2mbMmDHo3bs3Vq1ahdOnT0MkEin0kavyy6srXr58CT8/\nP3C5XFy/fh2GhoZ49OgRrl27BjabjQULFtTZWGq+DNTbkmrqhPHjx2Pbtm149eqVnEP058bCwgIn\nTpyQRsMXiUSoX78+7t27J/V3Onz4MFauXKk0BmF1JCcno2vXrjh37hzs7OwUtlm9ejXWrVuHxMRE\nmJqavv9iqoGIYG5uXm18SRaLhdjYWPTo0eOd2JK1NXe3lzGeEIlEOHDgAEJDQ5GdnY1JkybB0dER\n3t7ecHR0xOXLl8HhcPD06VO0bNkSZWVlMDY2RocOHRAbG4u8vDw5AdezZ0/ExcXV+h4o4uTJkxgx\nYgTGjx+P2bNnS61SMzIyYGdnhz59+mDnzp11MpaaT4J6W1LNpyMsLAyxsbHo3LnzFxW9JDc3F9nZ\n2TL+eElJSbCxsZFx5N2wYQPGjRtX6/7z8/MxcOBArF69Wqlg27JlC0JDQ3H27NmPJtiAynBXW7du\nha+vr8KUNxoaGhgxYgR69OgBAFIB9b7m7lWpZtatWwdLS0vMmjULvXv3lgqPe/fuwcXFBVZWVjhz\n5gw6dOiAvLw8aGpqwszMDFwuF2KxGAYGBsjMzJSG2NLQ0EDHjh0/+H6IxWIsXLgQmzdvRmRkJLy8\nZAMcGxsb48aNGzAwMPjgsdR8eahdAdTUCSwWC2fPnsWdO3ewdOnSzz0dKbdv30azZs1kfPH+viX5\n+PFjXL9+HQMGDKhV30SE0aNHo3PnzvDzUxyOKTIyEsHBwTh58qTM9tzHomvXrmjfvr1C30MdHR2E\nhobKlL2PufvDhw8RFBQES0tLpKSk4PDhwzhz5gx8fHxkfPWaNGmCp0+fory8HNbW1sjIyIBEIkFB\nQQFKS0sRGxsLHx8fuLm5QVdXV3odj8d77yzcVbx+/RrdunVDYmIibty4ISfY3p1jddFj1PyDIaLa\nfNSoqZbly5cTi8WiP//883NPhYiI1qxZQ+PGjZMps7GxoevXr0u/z5gxg6ZMmVLrvtetW0cuLi5U\nUlKisP7Af9u786gmr/QP4N+EEAKyxYKEDC4sRS0dcaminWLRClo3bGldKY4bbbVa6FRHj6PHZdTB\nGWXqjm0dbQEBpS6DoFYL2rpVgbqggDqoxYNClL0Ssjy/P/yRgQlgQJYQn885nJ68ee99n+RQvr7L\nvTcxkWQyGWVlZTW57+a6ffs29ezZk/D0FoLux8rKio4cOdJoW0V5Fe04dYvC4jJp5u6fKSwuk3ac\nukWK8irSarV08uRJGjt2LDk6OtLSpUvp/v37z6xHpVKRn58fCQSCOvVIJBKKiooid3d3cnJyori4\nOOrUqRMBIDMzMyouLm72d5CamkpyuZyWLVtGarW62f0wo2VQXnG4sRbXv39/+t3vfkcajaa9S6FZ\ns2bRtm3bdK9zcnJILpeTVqslIiKlUklOTk6UnZ3dpH4vXbpEjo6ODYb4kSNHqEuXLpSRkdH84ptA\nqVRScHAwCYVCeuWVVyg0NJQsLS0JAInFYgoKCmpWv1VVVfSvf/2LvL29qXfv3hQVFUWVlZUGtdVq\ntTR16lSysrLSC1uxWEyLFy+myZMn0/DhwykgIICOHz+ue685NBoNrV69mmQyGR07dqxZfbAOgcON\ntY/i4mKysLCgOXPmtHcp9Nprr9GZM2d0rzds2FCnrvj4ePLz82tSn8XFxeTm5kb79u2r9/0ffviB\nHB0d6dy5c80ruomioqLIysqKbG1tKTY2loiIKisrycHBgQCQnZ0dKRSKJvX58OFDWrlyJclkMgoI\nCKCUlJQm/2Pl73//OwmFQr1gq/mRSqVUUFBATk5O5OLiQsePH6epU6eSVCpt0nGIiAoLCykgIIB8\nfX0pPz+/ye1Zh8LhxtpPfHw8CQQCOn36dLvVoFKpyMrKisrKynTbhg0bRocOHdK9Hj58OMXFxRnc\np1arpXfeeYfmz59f7/tnzpwhR0dHSktLa37hBsrMzCQ3NzcSCoU0d+5cvfBJSEggAE36fFevXqVZ\ns2aRvb09zZkzh65du9bs+tLT0+mPf/wjOTk5kaWlpe5MsvbZ2+HDhykhIYHkcjn17duXSkpKyMZR\nTpu+v06fxmXQjN0/06dxGbQ97enl0fqcPn2aXFxcaMmSJaRSqZpdL+swONxY+xozZgzZ2tqSUqls\nl+Nfv36d3N3dda+Li4vJ2tqaKioqiOjpJcouXbo0qb7IyEgaOHAgVVXp/6GtuVR59OjR5y++EeXl\n5TRmzBgSCATk4+PT4L0vrVZLqampukuwDdFoNHTkyBHy9/cnZ2dnWr16NRUWFrZozbdu3aJt27bR\niBEjyNLSkiQSCQEgmUxGRETvvvsuyV8dQqPWfEfdFx0kjyVJ1H3xf396/iWZPP+STKHfXqRf7hXr\n6l63bh05OTlRcnJyi9bLjJpBecXj3FirqRlP5uPjg6NHj7b58ePi4rBv3z4kJiYCABISErB7927d\n+KnPP/8cIpEIf/vb3wzq7/z58xg/fjwuXLgAV1fXOu9du3YNI0aMQFRUFAIDA1v2g9SyZs0arFq1\nCnZ2doiOjkZAQECz+/rtt9/wzTff4IsvvoBEIkF4eDgmTZrU6nNdqtVq/Pzzz9i8eTMSExOxbNky\ndPaZgPXHb/7/ytcNP8RdMyTh06Fd8e/IRSgpKUFcXBzPLvJiMWx2bUNTkPjMjTXD2bNnSSAQUExM\nTJsfe/HixbRy5Urd6w8++IC2bt1KRERPnjwhBwcHun37tkF9KRQK6t69Ox08eFDvvZqHVGrud7WG\n1NRUkslkJBKJaNmyZc88G2tMfn4+LVmyhBwcHGj8+PEGnd21loKCAnJ69XUSy9wJZiLq9OpburM1\n59nbSCzzIKFFJxJadCJJd29ynr2Nui9Oom6fJ9I7izZSdXV1u9TN2pVBecXj3FirGjJkCD7++GPM\nmDGj0YUtW0PtOSU1Gg2Sk5MxZswYAE8nU+7fvz/c3Nye2Y9Wq8X06dMRFBSkd1Z2584d+Pv7Y/Xq\n1a0y9VhhYSF8fX0xfPhw9OnTBwqFAqtWrWrW0jDp6ekIDg7WLTVz9uxZHDp0CH5+fq261ExjHqok\nMOs1DHavT4Z1H/8674msO8NxwhK4hMXB5dNYWL7sA8Wh9QAAgcgCNyx648bDyvYom3UAHG6s1W3Z\nsgUymazBgbStpXa4XbhwAXK5XDeQuilL2/zjH//A48eP9S5f3r9/H2+99RYWLVqEmTMbn2y4qbRa\nLcLDwyGXy/Hrr7/iwoULOHbsWJ3BzobQaDQ4cOAAhg4dinfeeQfe3t64ffs2Nm/erJuOrD1tTbsF\n8ctDYOU5BELLuoOphRJriOyddMErEAihLi7QvV+l1mBb2q02rZd1HDz9Fmt1AoEAaWlpePnll7F2\n7Vq95UZag0KhQGVlpS7Mas9KkpWVhdu3b9eZpaQhP/30EzZu3IiLFy/WWVC0sLAQI0aMwIcffoh5\n8+a1aO2JiYmYPXs2qqqqEBkZifnz5ze5j/Lyct1SM46OjggPD8e7777bpouiPouiQolTuUV41m3/\ne5GTQNVPACLY+U7TbScCUnOK8KhCyWuqMT185sbahKurK9atW4dly5bh5s2brX68y5cvo0+fPrp/\n9SclJWHcuHEAgKioKMyePfuZf+iLioowZcoU7Nq1q84DC48fP4a/vz8mTpyIRYsWtVjNeXl58Pb2\nxvvvv4+RI0eiuLi4ycF2584d/OlPf0KPHj1w9uxZxMTE4Pz585g0aZJRBRsA7E/PN2i/buHx6Bqe\ngM4BH0Hs5F7nPQGA/RmG9cNeLBxurM0sXLgQ/fr1g5+fn26S3NZS+5Lk3bt3UVBQgEGDBuG3335D\nTEwMZs+e3Wh7rVaL4OBgBAcHY/To0brtZWVlGDVqFAICArBixYoWqbW6uhohISHw8PCAWq1GdnY2\n4uLiIJFIDGpPRDhz5gzee+89DBgwAEKhEBkZGYiPj8fgwYNbpMbWkP2grN7VwOsjFEtg3e9tPEra\nCE1liW57lVqL7ILy1iqRdWAcbqxNnThxAo8fP0ZoaGirHqd2uB05cgSjR4+GmZkZ4uPj8frrr6Nb\nt26Ntl+7di2ePHmC1atX67ZVVlZizJgxGDhwINavX98iD2Hs3LkTUqkUBw8eRHR0NLKysuDp6WlQ\nW5VKhb1798LHxwfTp0/Hm2++iTt37ugWDTV2ZVXqpjUgAqmV0JQ/+p9+9NeDY4zDjbUpe3t7fPvt\nt9i1axdOnz7dasepuSwJ1L3fZsjSNqmpqdi6dSv27t0LkejpbemqqipMmDABHh4e2Lx583MH2+XL\nl+Hu7o6PP/4YISEhKCkpMfhpy+LiYkRERMDNzQ1RUVFYunQpcnJyMH/+/DZf3ft52Eqefrek1YDU\n1YBWA5AWpK4GaTV4kpeJ6ge3QVoNtMrfUHzyKwgl1jB36Po//RjX5VZmHHgQN2sX48aNw+nTp1FU\nVASxWNyifVdXV8POzg6PHj0CEcHZ2Rm//vor/vOf/yAwMBB5eXl1lmap7cGDBxgwYAB2794Nf/+n\nj6arVCoEBQXB0tISsbGxDbY1REVFBSZPnozk5GQMHDgQBw4cgFwuN6htbm4uvvjiC8TGxmLcuHEI\nCwtD//79m11Le9tx6jYiT+TiYeq3KD2zt857dn+YAnPH7ig5HQ1NuQICkRgWck/Yvzkd4i7/HUAv\nEQkR7u+JD4e6/2/3zHTxYqXMeB04cACOjo4YN24cjh071qJ9Z2dno3v37rCyssLhw4cxcOBA2NnZ\nISoqCnPmzGkwnDQaDaZOnYrZs2frgk2tVmPatGkQCASIjo5+rmBbu3YtVq5cCVtbWyQnJ+sWDW0M\nESE1NRWRkZG4cOECQkNDkZWVZXAgGrP3Brgg8kQu7H2nwb7WU5C1der1RqN9EID3+ru0QnWso+Nw\nY+1CJBLh6NGjGDJkCGJiYjBtWv1/3Jqj9v22mkuS5eXlSEhIwLVr1xpst3LlSggEAixfvhzA04dK\nZs2ahZKSEhw+fLjZTxumpaVhypQpUCgUWLJkCVasWFHvYqK1KZVK7N27F5GRkVCpVAgLC0NCQgIs\nLS2bVYMxcrC2wJuejvj+xsNnDgeoj0AADOvpyMMAWL34nhtrNz4+Ppg7dy5mzpwJhULRYv3WhBsR\n6cItNjYWw4YNa/CM5/jx4/j6668RExMDMzMzEBHmzZuHvLw8HDx40OAnF2tTKBR1ZhcpKirCqlWr\nGg22wsJCrFq1Cj169EBcXBwiIiKQlZWF0NBQkwq2GvP8PCARNe9sWCIyw1w/jxauiJkKDjfWrrZs\n2QJnZ+cWnb2kJtwyMzNhY2MDDw8PREVFNfggyf379zF9+nTExMRAJpOBiLBw4UJkZGQgKSkJVlZW\nTTp+zewiMpkM9+7dw/nz53Hs2DHY29s32ObatWuYNWsWevbsifz8fJw4cQJHjx7FqFGj2m1qrLbg\n3dUeS0f3gqV50/4UWZoLsXR0L/Rxafg7ZS82DjfW7lJTU3H9+nWsWbPmufsiIl241Zy1Xbx4EaWl\npRgxYoTe/mq1GlOmTMEnn3wCPz8/AMCKFSvw/fffIyUlBba2tnptGnPgwAG89NJL2LFjBzZu3Ii7\nd+9i0KBB9e6r1WqRnJwMf39/BAQEwNXVFbm5udi5cye8vLya/Nk7quDBPbB0dG9YmpvhWTkuEACW\n5mZYOro3ggf3aJP6WMfET0syo7BhwwYsWrQIN27cMHicV30KCgrw6quvQqFQwMfHBxEREYiOjoan\npyf+/Oc/6+2/ZMkSZGZmIjk5GUKhEBEREdi9ezdOnTqFLl26GHzcvLw8qpTHqgAACQxJREFUTJgw\nAVevXsX777+PPXv2NHgps72WmjF2V/JLsC3tFlJziiDA0wHaNSQiIQhP77HN9fPgM7YXGy95wzqW\nAQMGkFwu11tRuilSUlJo2LBhVFBQQPb29lRYWEj29vb08OFDvX2TkpLIxcVFtzDnpk2byN3dnfLz\n8w0+nlKppJCQEBIKhdS7d2/Kzs5ucF9jWmrGmCnKq2jHqVsUFpdJM3f/TGFxmbTjVMMrcbMXDq/E\nzTqW0tJSkkgkNHPmTIPbxMbGkq+vL7399tv0xhtvUN++fSkwMJC+/PJLmjhxIm3atIkmTZqk1+7u\n3bvUpUsX+vHHH4mI6Ouvv6Zu3bpRXl6ewceOiooiKysrsrGxaXS9ukuXLtG0adNIKpXSJ598Qjdv\n3jT4GIwxPRxurOPZv38/CQQCSktL023TarWUkpJCFRUVevvHxsaSWCwmPL1kXuenc+fO5ODgQPv2\n7avTRqlU0uDBgykiIkLXh1wup5ycHINqvHz5Mrm5uZFQKKSPPvqo3jNNtVpNiYmJ5OvrS127dqX1\n69dTcXFxU74Kxlj9ONxYxzR+/HiysbEhpVJJCoWCRo0aRQDou+++09tXoVA0GG61f3x9fam0tJSI\niD777DMaO3YsaTQa+u6770gmk9HVq1efWVd5eTmNGTOGBAIBDRo0iO7fv6+3T2lpKUVGRpKrqysN\nHjyY4uPjSaVSPf+XwhirweHGOiaVSkVSqZT69etHUqmUzM3NSSQS0bp16+rd38vL65nhVvMTFhZG\n3bt3p0ePHlFKSgo5OjpSenr6M2tau3YticVicnBwoOTkZL338/LyKDw8nDp37kwTJ06kc+fOPff3\nwBirl0F5xUMBmNFRqVQYOnQoMjMzUVxcDJVKBbVajV9++aXe/SdOnGjw7CH//Oc/sWjRIly5cgUh\nISE4dOhQo/MzpqWlwdnZGcuXL8fChQvx8OFDvP322wD0l5oxMzNDZmam0S81w9gLwdAUJD5zY20g\nPT2dunXrRpaWlnpnXb///e/rbZORkUHW1tYGn70BIGtrazp58mSDdRQVFZGvry8JBALy9/evc7+s\nurqaYmNjaeDAgeTu7k6bNm2isrKyFv8uGGP1MiiveJwbMxrZ2dnw8vJqcCFTGxsblJWV6W0nIkil\nUpSWljbpeJ6ensjJyamzTavV4vPPP8emTZsgl8uxb98++Pj4AHi61MzOnTuxZcsWuLu7Izw8HGPH\njn2uyZQZY01m0Dg3vizJjIanpye2b98OqVRa7zyKVVVVKCkp0dsuEAjqrJZdw9zcvNHgyc3NxZ49\ne3Sva2YX2b59OzZs2IB79+7Bx8cHubm5mDdvHtzc3JCVlYXDhw8jLS0NgYGBHGyMGSkON2Y0hEIh\nQkNDkZ+fj8WLF8PKyqrOrB0WFha4efNmvW2DgoLqvBaJRPDy8sKzrkzMmDEDx48fh7e3N4KCgjBi\nxAgUFxdjwYIFOHnyJMaOHYs33ngDUqkU169fxzfffIN+/fo9/4dljLUqDjdmdKysrLB8+XLcvXsX\nM2fO1E1jVVFRoXcZscbw4cPRtWtX3STDYWFhkMlkDV7irG3kyJFQqVS4ceMGoqOjsXfvXvTt2xcL\nFixAYGAg7t69i7/+9a9wdnZuuQ/JGGtVfM+NGb28vDwsWLAASUlJGDBgAC5dugQAUFQosT89H9kP\nylBWpYatRAQPByuI89MROn0qrK2tUVlZqevH0tIST5480evfxsYGV65cwZ49e7B9+3b07dsX4eHh\nCAgIMOkZ+RnroAz6n5LDjXUYUVFRWLhwIeK+P4eDuU9wKrcIAKCsZ4Jdv56OuHlwK1ITd0MoFGLk\nyJE4d+5cvffszMzMIBKJEBISgrCwMLzyyitt9ZEYY03H4cZMz4w1u5BW2hkQmaOxX12BALAQCeHb\nqRAb576Lzz77DLt27WrwMqVYLEZ2djZcXV1bqXLGWAvhpyWZaYk+fwfnlM4gs8aDDQCIgCqVFj9V\ndkHo+m/w1VdfQavVQiwWQygUQigUwtzcXPdfa2trXLx4sW0+CGOs1fGZG+sQLv9agslfnscTlUa3\nrSz936i8ehLVRXfQqfebcBgbXm9bUithlroJhdmX4OXlheDgYLz11lvo3LkzpFLpC7+OGmMdjEFn\nbqLWroKxlrA17Raq1Jo620TWL8Hu9Ul4kpcBUlU33FhoDqdhH+B43Ffw8PBo5UoZY8aAw40ZPUWF\nEqdyi/QuRVr1fB0AoHxwCxqVosH2AqEQj8VySGVdW7NMxpgR4XtuzOjtT89/7j4EAPZnPH8/jLGO\ngcONGb3sB2V1Hvdvjiq1FtkF5S1UEWPM2HG4MaNXVqVuoX5ULdIPY8z4cbgxo2craZlbw7YSw9Z8\nY4x1fBxuzOj1ktnCQqT/q0paDUhdDWg1AGlB6mqQVlNPD09nLunlbNPapTLGjASPc2NGT1GhxB8i\nftC771byYwxKz+yts83uD1Ng7ztNrw8LkRBn/zwcL1nzmDbGOjiefouZjtBvL+H7Gw+fOTNJfQQC\nYOQrTtgR/FrLF8YYa2s8/RYzHfP8PCARNW9hUInIDHP9ePA2Yy8SDjfWIXh3tcfS0b1gad60X1lL\ncyGWju6FPi72rVQZY8wY8QwlrMMIHtwDALAmORtVas0zVwWQiMywdHQvXTvG2IuD77mxDudKfgm2\npd1Cak4RBHg6QLtGzXpuw3o6Yq6fB5+xMWZ6+IESZtoeVSixPyMf2QXlKKtSwVZijl7ONnivvws/\nFcmY6eJwY4wxZnL4aUnGGGMvJg43xhhjJofDjTHGmMnhcGOMMWZyONwYY4yZHA43xhhjJofDjTHG\nmMnhcGOMMWZyONwYY4yZHA43xhhjJofDjTHGmMnhcGOMMWZyONwYY4yZHA43xhhjJofDjTHGmMnh\ncGOMMWZyONwYY4yZHA43xhhjJofDjTHGmMnhcGOMMWZyONwYY4yZHA43xhhjJofDjTHGmMnhcGOM\nMWZyRE3cX9AqVTDGGGMtiM/cGGOMmRwON8YYYyaHw40xxpjJ4XBjjDFmcjjcGGOMmRwON8YYYyaH\nw40xxpjJ4XBjjDFmcjjcGGOMmRwON8YYYybn/wAyer6roBezzAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x121cfb6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = nx.read_gexf(\"data/knecht2008/klas12b-net-1.gexf\", node_type=int)\n",
    "student_pos = nx.spring_layout(G, k=1.5)\n",
    "nx.draw_networkx(G, student_pos, arrowsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2, 5, 11]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(G.neighbors(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2, 5, 11]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(G.successors(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2, 11, 8]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(G.predecessors(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9+vWje/furFu3zmgRN0vCZE0XR7WpyrGbESRqclZ9BCDpkvGu4ZT1wEJOYmIi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YSFhSESiYiPj8fW1paZM2fi4eEhNYg6qCVwIisjVwXq4kJFQZ7xFtq8e/cul+emR48e1KhRg+Dg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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1218cb908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create undirected copies of G\n",
    "G_either = G.to_undirected()\n",
    "G_both = G.to_undirected(reciprocal=True)\n",
    "# Set up a figure\n",
    "plt.figure(figsize=(10,5))\n",
    "# Draw G_either on left\n",
    "plt.subplot(1, 2, 1)\n",
    "nx.draw_networkx(G_either, student_pos)\n",
    "# Draw G_both on right\n",
    "plt.subplot(1, 2, 2)\n",
    "nx.draw_networkx(G_both, student_pos)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MultiGraph and MultiDiGraph: Parallel edges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 1, 0, 0, 0, 1, 0]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The seven bridges of Königsberg\n",
    "G = nx.MultiGraph()\n",
    "G.add_edges_from([\n",
    "    (\"North Bank\", \"Kneiphof\", {\"bridge\": \"Krämerbrücke\"}),\n",
    "    (\"North Bank\", \"Kneiphof\", {\"bridge\": \"Schmiedebrücke\"}),\n",
    "    (\"North Bank\", \"Lomse\",    {\"bridge\": \"Holzbrücke\"}),\n",
    "    (\"Lomse\",      \"Kneiphof\", {\"bridge\": \"Dombrücke\"}),\n",
    "    (\"South Bank\", \"Kneiphof\", {\"bridge\": \"Grüne Brücke\"}),\n",
    "    (\"South Bank\", \"Kneiphof\", {\"bridge\": \"Köttelbrücke\"}),\n",
    "    (\"South Bank\", \"Lomse\",    {\"bridge\": \"Hohe Brücke\"})\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('North Bank', 'Kneiphof', 0)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(G.edges)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'bridge': 'Krämerbrücke'}"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G.edges['North Bank', 'Kneiphof', 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
